community environmental monitoring program
DESCRIPTION
Community Environmental Monitoring Program. Dr. Antone L. Brooks July, 2011Brian Head, Ut. My Background. Early interest in radiation (Watching atomic weapons in Southern Utah) MS in radiation ecology (Chasing fallout) ,PhD in radiation biology and genetics - PowerPoint PPT PresentationTRANSCRIPT
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Community Environmental Monitoring ProgramDr. Antone L. Brooks
July, 2011Brian Head, Ut
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My BackgroundEarly interest in radiation (Watching atomic weapons in Southern Utah)MS in radiation ecology (Chasing fallout),PhD in radiation biology and genetics Studied health effects induced by low doses from internally deposited radio-nuclides Invested my life in research on genetic effects and cancer from low doses and dose-rate radiation (DOE Low Dose Radiation Research Program)
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RadiationBad DietDrinkerSmokerWhy Me??
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RADIATIONI am Blamed for much Human Disease Cancer of all kindsMutationsBirth DefectsHeart attacksStroke
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I have even been blamed for !!!Spider ManNinja TurtlesIncredible Hulk
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I am natural, Radiation is everywhere
We live in a sea of radiationCosmicInhaled RadonRocksRadioactive ElementsPlantsBodies
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About 300 mrem/yrMedical procedures 280 mremsConsumer products 10 mremsOne coast to coast airplane flight 2 mremsWatching color TV 1 mremSleeping with another person 1 mremWeapons test fallout less that 1 mremNuclear industry less than 1 mrem
Normal annual exposure from man-made radiation
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U.S Dose Rates from Natural Background
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Nevada Test FalloutSimon et al. 2006
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World wide fallout in the United States
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Cancer Rate is Highly VariableRaceWhite 136/100,000 Black 294/100,000
SexMales 60.6% Females 39.4%
Geographic Distribution No link between high Background Radiation and Cancer
Areas with top 10 percentile of cancer= 231-892 cancers/100,000 person-years (low background)
Areas with lowest 10 percentile of cancer= 93-168 cancers/100/000 person-years (high background)
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What Causes Cancer? I am not a big hitter!!!
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What Radiation Exposures Can we Modify?
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Man-made vs natural radiation
Man-made radiation 18%
Natural background radiation 82%
Medical x-rays 58%
Nuclear medicine 21%
Consumer products 16%
Occupational 2%
Fallout 2%
Nuclear fuel cycle 1%
Beir VII
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What Radiation Exposures can we Modify?
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Man-made vs Natural Radiation
Man-made radiation 52%
Natural background radiation 48%
Nuclear medicine/x-rays 91%
Consumer products 6.5%
Occupational 1%
Fallout 1%
Nuclear fuel cycle 0.5%
Mettler 2007
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Medical Radiation Exposures, YES, BUT I DO A LOT OF GOOD!!!200 million medical x-rays/yearX-ray 0.1 mGy100 million dental x-rays/yearDental 0.06 mGy16 million doses of radiopharmaceuticals/yr80 million CT scans/yearHead scan 4-6 mGy/scanBody scan 30-100 mGy/scanLarge doses from radiation therapy
Brenner and HallAAPM TG-204, 2011
U.S. Department of Energy Office of Science Biological and Environmental Research* ISCORS Update Nov 2010
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What about the A-Bomb!! You did a lot of damage there.CancerMutationsBirth DefectsHeart attacksStrokes
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Effects of the Atomic Bomb
Killed outright by the bomb or acute radiation effects.
Survived for lifespan study
More than 200,000 people
86,572 people
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Pierce and Preston 2000A-BOMB SURVIVOR STUDIES
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A-BOMB SURVIVOR STUDIES3 Km1 Km2. Km64113116994144
228.227.718.910.44.74.00.193 Total479 Total572 Total Excess CancersSolid TumorsCONTROL AREALeukemiasExcessExcessPreston et al. 2004
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Atomic Bomb Survivor Excess Cancer Total Cancer Mortality Excess 572Population of Survivors Studied 86,572Cancer Mortality observed after the bomb 10,127 Cancers Mortality observed without the bomb 9,555Excess Leukemia 94Excess Solid Tumor 479572+=40% of these people are still alive 60 years after the bomb
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Where do we get these excess cancers??Aggregation of data on Solid CancersTotal Solid Cancers 9555Stomach 2867Life Style, Diet, stomach bacteriaLiver 1236Long LatencyInfluence of chronic InfectionsAlcoholLung 1264SmokingNon-linear Dose-responsePreston et al. 2003
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Biology of Solid CancersCan we really group all Solid Cancers then apply the LNT to estimate responses at low doses?Stomach CancerLung CancerLiver CancerAll these cancers are known to be produced by environmental factorsBone CancerLung CancerThese cancers have very non-linear Dose-Response RelationshipsThyroid CancerProstrate, Pancreas, Uterus, Rectum???
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Aggregation of Solid Cancer: Influence on PolicyPay for the types of cancers seen to be elevated in the A-bomb population.Solid CancersLeukemiaCurrent Pay-out Cancers for Down-Winders, Nuclear Veterans, Uranium MinersBone, renal, leukemia, lung, multiple myeloma, bile duct, brain, breast, colon, esophagus, stomach, bladder, gal bladder, liver, ovary, pharynx, salivary gland, small intestine, thyroid, lymphoma (five years after exposure)Current payoutRECA = 1.3 BillionEEOICA = 3.2 Billion
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Interaction with Environmental factors (I get the blame!!!)Smoking and Uranium mining
Radiation and alcohol
Radon in homes
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Radon in Homes (BEIR VI)Total Cancers Ever-Smokers Never Smokers 157,000 146,400 11,000 Radon induced CancerTotal Cancers Ever-Smokers Never Smokers(Exposure-age-Concentration model) (Radiation only) 22,300 20,600 1,700(Exposure-age-Duration model) 15,500 14,600 1,200
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What about when you get deposited in the body??Inhalation and lung cancerLow dose rate and non-uniform distributionDeposition in target organsStrontium-90 Bone Iodine -131 Thyroid CancerCesium-137 Whole Body ExposureTritium Whole Body Exposure
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Dose Dose-Rate Effectiveness (DDREF) Factor is it 1.0?Dose-Dose-Rate-Effectiveness-Factor (DDREF), regulatory bodies considering making it (1.0)Dose-rate has a marked effect at all levels of biological orgainztionAll you have to do to make DDREF 1.0 is accept a couple of low dose-rate epidemiological studies which cannot demonstrate a difference in risk for high and low dose ratesAll you have to do to make a DDREF of 1.0 is to ignore 70 years of radiation biology
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Dose-Rate Effects at all Levels of Biological OrganizationMolecularCellularTissueWhole OrganCancerLife Shortening
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Dose and Dose-Rate EffectsDDREF derived with curve fitting of the human data. DDREF 1.5 BEIR VIIDDREF 2.0 ICRP (2007)DDREF 1.0 Considered by GermansDREF derived from animal and experimental data.Experimental Molecular/Cellular4-???Chromosome Aberrations4-6Mouse dataLung Adenocarcinomas3-7Ovarian Tumors7-35Thymic lymphoma10-30Mammary tumors1-4Myeloid Leukemia2-6Dog Data (Acute Death Bone Marrow)3-4(Acute Death Lung)10-100Dog Data (Cancer)15-40
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Summary DDREFA large dose-rate effectiveness factor is required due to the marked decrease in biological effects observed following low dose-rate radiation exposure.
At radiation doses less than 20 Gy (20,000 mGy) to the lung following inhalation of radioactive materials, there is little life shortening and a decrease in the frequency of lung cancer.
When the dose delivered at a low dose-rate gets very, very large (80-220 Gy in Bone and 100-700 Gy in lung), the cancer frequency approaches 100%.
At low dose-rates the total dose required to produce acute radiation lethality is similar to the dose required to produce a high cancer frequency.
Genetic background plays an important role in the response to large total radiation doses delivered at a low dose-rate.
Such data should be considered in decisions about evacuation (10-50 mSv projected dose) and relocation (20 mSv projected dose first year) of the public following radiation accidents or terrorist events.
Should we consider separating DDREF from DREF? Current research suggests that the mechanisms of action of these very large doses delivered at low dose-rates are different to those after acute low doses.
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Benjamin et al 1998Cancer in Beagle Dogs following Acute Radiation Exposure
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Dose Response for Life Shortening Following Inhalation of 90-Strontium Fused Clay ParticlesAcuteCancerLung CancerOtherHeart CancerTBLN Cancer
Chart1
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Lung Cancer
TBLN Cancer
Heart Cancer
Cancer
Other
Acute
20.11000001
A6-137CsInitial Dose# of dogsCancerCancerCancerCancerCancerDisease
Rate (Gy/day)TargetTargetTargetTargetOtherTarget
BoneLungLiverOther
012000030
0.16-0.211012506
0.21-0.313001408
0.31-0.411010407
0.41-0.53100101
0.51-0.69100207
0.61-0.73000003
0.71-0.83000003
CancerTables1
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# Dogs
Cancer Target
Cancer
Disease Target
Cumulative Dose (Gy)
# of dogs
A24-239Pu-Cumulative Dose-Injected
90SrFapTest
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# Dogs
Cancer Target
Cancer
Disease Target
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# of Dogs
A24-239Pu-Cumulative Dose-Injected
Sheet1
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# of Dogs
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Cancer Other
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A24-239Pu-Dose Rate-Injected
90Sr-InDRChart
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# of dogs
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Cumulative Dose (Gy)
# of Dogs
A6-137Cs-Injected
90SrFAP-DRtDBreak
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# of dogs
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# of Dogs
A6-137Cs-Injected
90Sr-DRtoDeathChart
DOGSexDose RateDose RateCumulative doseDaysDiedCancerCancerCancerCancerDiseaseDiseaseDiseaseSUMMARY OUTPUTCronic InitialDRSUMMARY OUTPUTCronic DRtDeathSUMMARY OUTPUTCumulative Dose
(Gy/Day)at Deathat Deathto DeathEuphanizedLungTBLNHeartLungHeartOther
Intial(Gy/Day)(Gy)Regression StatisticsRegression StatisticsRegression Statistics
Multiple R0.8125643076Multiple R0.7014778214Multiple R0.8557055343
1476FFap-90Sr0006025DxxR Square0.660260754R Square0.4920711339R Square0.7322319615
2636FFap-90Y0005346ExAdjusted R Square0.6575644108Adjusted R Square0.4880399524Adjusted R Square0.7301068183
31579MFap-90Sr0.0760.006725296DxxStandard Error890.5936540629Standard Error1088.9506146681Standard Error790.6533321166
2833MFap-90Sr0004932DxObservations128Observations128Observations128
2596MFap-90Y0004850Ex
2660MFap-90Y0004680DxANOVAANOVAANOVA
2588FFap-90Y0004601ExdfSSMSFSignificance FdfSSMSFSignificance FdfSSMSFSignificance F
2788FFap-144Ce0004394ExRegression1194222483.228402194222483.228402244.87266626230Regression1144747778.777752144747778.777752122.06623213260Regression1215393553.22721215393553.22721344.55653355830
11584FFap-90Sr0.0650.005644274ExxResidual12699937789.1387851793157.056657025Residual126149412493.5894361185813.441186Residual12678766719.1399772625132.691587121
3833FFap-90Sr0003680DxTotal127294160272.367188Total127294160272.367188Total127294160272.367188
41585FFap-90Sr0.0420.004443620Ex
2704MFap-90Sr0.280.0232602830DxxCoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
4853MFap-90Sr0.480.0353602753ExxIntercept4233.414804972192.843766061845.597189607304049.67972377044417.14988617384049.67972377044417.1498861738Intercept3942.1063862777105.565591627937.342720535103733.19518660774151.01758594783733.19518660774151.0175859478Intercept4427.27990697487.07525786850.844292803404254.96053375544599.59928019274254.96053375544599.5992801927
3806MFap-90Sr0.20.021802636ExxX Variable 1-2888.0247152054184.5570970894-15.64840778680-3253.2577799379-2522.7916504728-3253.2577799379-2522.7916504728X Variable 1-7440.8404103548673.4792511991-11.04835879810-8773.6360320268-6108.0447886828-8773.6360320268-6108.0447886828X Variable 1-6.27195117840.3378877325-18.5622340670-6.9406210589-5.6032812978-6.9406210589-5.6032812978
4700MFap-90Sr0.40.033102615Dxx
3823FFap-90Sr0.450.0163202596Dxx
4789FFap-90Sr0.220.021702565ExDOGSexDose RateDays(Gy/Day)
1704FFap-90Sr0.480.0494402429Dxx(Gy/Day)to DeathRESIDUAL OUTPUTat Deathto DeathRESIDUAL OUTPUTDOGSexCumulative doseDaysRESIDUAL OUTPUT
11586MFap-90Sr0.30.0432302104ExIntialDOGSexDose RateDaysat Deathto Death
1964MFap-90Sr0.780.114801821ExxObservationPredicted YResidualsObservationPredicted YResiduals(Gy)ObservationPredicted YResiduals
1701MFap-90Sr0.810.184301214Ex1476FFap-90Sr0602514233.41480497211791.58519502791476FFap-90Sr0602513942.10638627772082.89361372231476FFap-90Sr0602514427.2799069741597.720093026
2826MFap-90Sr0.710.153401213Dx2636FFap-90Y0534624233.41480497211112.58519502792636FFap-90Y0534623942.10638627771403.89361372232636FFap-90Y0534624427.279906974918.720093026
2701FFap-90Sr0.780.184301185Dx2833MFap-90Sr0493234233.4148049721698.58519502792833MFap-90Sr0493233942.1063862777989.89361372232833MFap-90Sr0493234427.279906974504.720093026
3808FFap-90Sr10.275401170Ex2596MFap-90Y0485044233.4148049721616.58519502792596MFap-90Y0485043942.1063862777907.89361372232596MFap-90Y0485044427.279906974422.720093026
2827MFap-90Sr1.10.245301128Exx2660MFap-90Y0468054233.4148049721446.58519502792660MFap-90Y0468053942.1063862777737.89361372232660MFap-90Y0468054427.279906974252.720093026
1790MFap-90Sr0.960.295201033Ex2588FFap-90Y0460164233.4148049721367.58519502792588FFap-90Y0460163942.1063862777658.89361372232588FFap-90Y0460164427.279906974173.720093026
2808MFap-90Sr0.980.35601025Dx2788FFap-144Ce0439474233.4148049721160.58519502792788FFap-144Ce0439473942.1063862777451.89361372232788FFap-144Ce0439474427.279906974-33.279906974
31586FFap-90Sr1.10.37500882Ex3833FFap-90Sr0368084233.4148049721-553.41480497213833FFap-90Sr0368083942.1063862777-262.10638627773833FFap-90Sr0368084427.279906974-747.279906974
4827FFap-90Sr1.10.38540874Dx4950MFap-90Sr0407694233.4148049721-157.41480497214950MFap-90Sr0407693942.1063862777133.89361372234950MFap-90Sr0407694427.279906974-351.279906974
11580FFap-90Sr1.20.44580843Ex2745MFap-91Y03029104233.4148049721-1204.41480497212745MFap-91Y03029103942.1063862777-913.10638627772745MFap-91Y03029104427.279906974-1398.279906974
3854FFap-90Sr1.10.41490809Ex2950MFap-90Sr05407114233.41480497211173.58519502792950MFap-90Sr05407113942.10638627771464.89361372232950MFap-90Sr05407114427.279906974979.720093026
2964MFap-90Sr1.80.51660788Dx1851FFap-90Sr05345124233.41480497211111.58519502791851FFap-90Sr05345123942.10638627771402.89361372231851FFap-90Sr05345124427.279906974917.720093026
31581MFap-90Sr1.60.67720747Ex31576MFap-90Sr05257134233.41480497211023.585195027931576MFap-90Sr05257133942.10638627771314.893613722331576MFap-90Sr05257134427.279906974829.720093026
3790FFap-90Sr1.70.52630718Dx2755FFap-144Ce05203144233.4148049721969.58519502792755FFap-144Ce05203143942.10638627771260.89361372232755FFap-144Ce05203144427.279906974775.720093026
4701MFap-90Sr1.30.44520715Dx1940FFap-91Y05158154233.4148049721924.58519502791940FFap-91Y05158153942.10638627771215.89361372231940FFap-91Y05158154427.279906974730.720093026
1854MFap-90Sr1.30.58570693Ex2851MFap-90Sr04974164233.4148049721740.58519502792851MFap-90Sr04974163942.10638627771031.89361372232851MFap-90Sr04974164427.279906974546.720093026
2790MFap-90Sr1.70.7650644Ex2878FFap-91Y04779174233.4148049721545.58519502792878FFap-91Y04779173942.1063862777836.89361372232878FFap-91Y04779174427.279906974351.720093026
11583MFap-90Sr0.0850.007864200Ex2699MFap-144Ce04759184233.4148049721525.58519502792699MFap-144Ce04759183942.1063862777816.89361372232699MFap-144Ce04759184427.279906974331.720093026
4950MFap-90Sr0004076Dx1962FFap-90Sr04703194233.4148049721469.58519502791962FFap-90Sr04703193942.1063862777760.89361372231962FFap-90Sr04703194427.279906974275.720093026
31578MFap-90Sr0.0420.005484032Ex1636MFap-90Y04400204233.4148049721166.58519502791636MFap-90Y04400203942.1063862777457.89361372231636MFap-90Y04400204427.279906974-27.279906974
21584MFap-90Sr0.0810.009803929Ex1811MFap-144Ce04296214233.414804972162.58519502791811MFap-144Ce04296213942.1063862777353.89361372231811MFap-144Ce04296214427.279906974-131.279906974
11578MFap-90Sr0.00770.00077.73414Ex11576FFap-90Sr04237224233.41480497213.585195027911576FFap-90Sr04237223942.1063862777294.893613722311576FFap-90Sr04237224427.279906974-190.279906974
31583FFap-90Sr0.080.007613332Ex1833FFap-144Ce04195234233.4148049721-38.41480497211833FFap-144Ce04195233942.1063862777252.89361372231833FFap-144Ce04195234427.279906974-232.279906974
2745MFap-91Y0003029Dxx1830FFap-90Sr04189244233.4148049721-44.41480497211830FFap-90Sr04189243942.1063862777246.89361372231830FFap-90Sr04189244427.279906974-238.279906974
31584FFap-90Sr0.0140.00078.82765Ex21576MFap-90Sr03859254233.4148049721-374.414804972121576MFap-90Sr03859253942.1063862777-83.106386277721576MFap-90Sr03859254427.279906974-568.279906974
2963MFap-90Sr0.260.021802587Dxx31582MFap-90Sr03534264233.4148049721-699.414804972131582MFap-90Sr03534263942.1063862777-408.106386277731582MFap-90Sr03534264427.279906974-893.279906974
31577FFap-90Sr0.0330.0048262057Ex2862FFap-91Y03363274233.4148049721-870.41480497212862FFap-91Y03363273942.1063862777-579.10638627772862FFap-91Y03363274427.279906974-1064.279906974
41578MFap-90Sr0.0540.0077391905Ex2683FFap-90Y05470284233.41480497211236.58519502792683FFap-90Y05470283942.10638627771527.89361372232683FFap-90Y05470284427.2799069741042.720093026
1806FFap-90Sr0.40.0773101807Dx4833MFap-90Sr05372294233.41480497211138.58519502794833MFap-90Sr05372293942.10638627771429.89361372234833MFap-90Sr05372294427.279906974944.720093026
21577FFap-90Sr0.0790.01853594Ex1950MFap-90Sr04375304233.4148049721141.58519502791950MFap-90Sr04375303942.1063862777432.89361372231950MFap-90Sr04375304427.279906974-52.279906974
3789FFap-90Sr0.420.012803306Dx1660MFap-90Y05788314233.41480497211554.5851950279SUMMARY OUTPUT1660MFap-90Y05788313942.10638627771845.89361372231660MFap-90Y05788314427.2799069741360.720093026SUMMARY OUTPUTCumulaative Dose No controls
1789MFap-90Sr0.210.0131903245Ex2811MFap-144Ce05281324233.41480497211047.58519502792811MFap-144Ce05281323942.10638627771338.89361372232811MFap-144Ce05281324427.279906974853.720093026
4826FFap-90Sr0.350.0272502443Dx1878MFap-91Y05942334233.41480497211708.5851950279Regression Statistics1878MFap-91Y05942333942.10638627771999.89361372231878MFap-91Y05942334427.2799069741514.720093026Regression Statistics
2806MFap-90Sr0.50.0352902313Ex2830FFap-90Sr05540344233.41480497211306.5851950279Multiple R0.80213834482830FFap-90Sr05540343942.10638627771597.89361372232830FFap-90Sr05540344427.2799069741112.720093026Multiple R0.815181289
2853FFap-90Sr0.350.0432902305Ex1596FFap-90Y05512354233.41480497211278.5851950279R Square0.64342592421596FFap-90Y05512353942.10638627771569.89361372231596FFap-90Y05512354427.2799069741084.720093026R Square0.664520534
3853MFap-90Sr0.210.0381902241Ex1862MFap-144Ce05454364233.41480497211220.5851950279Adjusted R Square0.63847350651862MFap-144Ce05454363942.10638627771511.89361372231862MFap-144Ce05454364427.2799069741026.720093026Adjusted R Square0.659861097
4806FFap-90Sr0.220.0351902156Dx1699MFap-144Ce05369374233.41480497211135.5851950279Standard Error754.132158241699MFap-144Ce05369373942.10638627771426.89361372231699MFap-144Ce05369374427.279906974941.720093026Standard Error731.4852101462
1853FFap-90Sr0.260.0472402094Dx1812MFap-91Y05367384233.41480497211133.5851950279Observations741812MFap-91Y05367383942.10638627771424.89361372231812MFap-91Y05367384427.279906974939.720093026Observations74
1823FFap-90Sr0.920.0875801968Dx2911FFap-91Y05306394233.41480497211072.58519502792911FFap-91Y05306393942.10638627771363.89361372232911FFap-91Y05306394427.279906974878.720093026
1963MFap-90Sr0.360.0833101703Dx1725MFap-144Ce05233404233.4148049721999.5851950279ANOVA1725MFap-144Ce05233403942.10638627771290.89361372231725MFap-144Ce05233404427.279906974805.720093026ANOVA
21580FFap-90Sr0.390.0932901593Dx1911MFap-91Y05220414233.4148049721986.5851950279dfSSMSFSignificance F1911MFap-91Y05220413942.10638627771277.89361372231911MFap-91Y05220414427.279906974792.720093026dfSSMSFSignificance F
1826FFap-90Sr0.70.113801461Dx2940MFap-91Y05170424233.4148049721936.5851950279Regression173888390.678047273888390.6780472129.921577821202940MFap-91Y05170423942.10638627771227.89361372232940MFap-91Y05170424427.279906974742.720093026Regression176310809.036944176310809.0369441142.61820259050
2950MFap-90Sr0005407Dx1788MFap-144Ce05057434233.4148049721823.5851950279Residual7240947502.4706015568715.3120916881788MFap-144Ce05057433942.10638627771114.89361372231788MFap-144Ce05057434427.279906974629.720093026Residual7238525084.1117046535070.612662564
1851FFap-90Sr0005345Ex1683MFap-90Y04743444233.4148049721509.5851950279Total73114835893.1486491683MFap-90Y04743443942.1063862777800.89361372231683MFap-90Y04743444427.279906974315.720093026Total73114835893.148649
31576MFap-90Sr0005257Ex1816FFap-144Ce04652454233.4148049721418.58519502791816FFap-144Ce04652453942.1063862777709.89361372231816FFap-144Ce04652454427.279906974224.720093026
2755FFap-144Ce0005203Dx1755MFap-144Ce04617464233.4148049721383.5851950279CoefficientsStandard Errort StatP-valueLower 95%1755MFap-144Ce04617463942.1063862777674.89361372231755MFap-144Ce04617464427.279906974189.720093026CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
1940FFap-91Y0005158Ex2873FFap-144Ce04578474233.4148049721344.5851950279Intercept3492.5920992421122.313934414728.554327157903248.76373066932873FFap-144Ce04578473942.1063862777635.89361372232873FFap-144Ce04578474427.279906974150.720093026Intercept3805.3527329534137.143739885427.747185078503531.96168788354078.74377802323531.96168788354078.7437780232
2851MFap-90Sr0004974Ex1492MFap-90Y04567484233.4148049721333.5851950279X Variable 1-2107.1985374172184.8693069396-11.39831469210-2475.72876028981492MFap-90Y04567483942.1063862777624.89361372231492MFap-90Y04567484427.279906974139.720093026X Variable 1-4.83227896470.4046359997-11.94228632170-5.6389060767-4.0256518526-5.6389060767-4.0256518526
21585MFap-90Sr0.0110.0008144808Ex1745FFap-91Y04407494233.4148049721173.58519502791745FFap-91Y04407493942.1063862777464.89361372231745FFap-91Y04407494427.279906974-20.279906974
2878FFap-91Y0004779Ex3950FFap-90Sr04254504233.414804972120.58519502793950FFap-90Sr04254503942.1063862777311.89361372233950FFap-90Sr04254504427.279906974-173.279906974
11585MFap-90Sr0.0150.001164774Ex3755FFap-144Ce04184514233.4148049721-49.41480497213755FFap-144Ce04184513942.1063862777241.89361372233755FFap-144Ce04184514427.279906974-243.279906974
2699MFap-144Ce0004759Ex1873FFap-144Ce04151524233.4148049721-82.4148049721RESIDUAL OUTPUT1873FFap-144Ce04151523942.1063862777208.89361372231873FFap-144Ce04151524427.279906974-276.279906974RESIDUAL OUTPUT
1962FFap-90Sr0004703Ex1588FFap-90Y04123534233.4148049721-110.41480497211588FFap-90Y04123533942.1063862777180.89361372231588FFap-90Y04123534427.279906974-304.279906974
21583FFap-90Sr0.00780.00025.74591Ex2812FFap-91Y03763544233.4148049721-470.4148049721ObservationPredicted YResiduals2812FFap-91Y03763543942.1063862777-179.10638627772812FFap-91Y03763544427.279906974-664.279906974ObservationPredicted YResiduals
1636MFap-90Y0004400Ex41577FFap-90Sr0.00622667554215.5090517378-1548.509051737813479.5274683101-812.527468310121583FFap-90Sr0.00024591553940.6182181957650.381781804341577FFap-90Sr5.52667554392.784175493-1725.78417549313778.7751986478-1111.7751986478
1811MFap-144Ce0004296Ex21578MFap-90Sr0.00654958564214.6426443232743.357355676723478.89530874881479.104691251221578MFap-90Sr0.00024958563940.61821819571017.381781804321583FFap-90Sr5.74591564391.5297852574199.470214742623777.8087428549813.1912571451
41583FFap-90Sr0.0160.0008164238Ex11578MFap-90Sr0.00773414574211.177014665-797.17701466533476.366670504-62.36667050441579FFap-90Sr0.00034190573939.8741341546250.125865845421578MFap-90Sr6.24958574388.3938096682569.606190331833775.39260337251182.6073966275
11576FFap-90Sr0004237Ex21583FFap-90Sr0.00784591584210.8882121935380.111787806543476.15595065021114.844049349841577FFap-90Sr0.000452667583938.7580080931-1271.758008093111578MFap-90Sr7.73414584378.9858829006-964.985882900643768.1441849256-354.1441849256
1833FFap-144Ce0004195Dx11577MFap-90Sr0.00923860594206.8449775922-346.844977592253473.2058726978386.794127302231585FFap-90Sr0.00062927593937.6418820315-1010.641882031531584FFap-90Sr8.82765594372.0867366044-1607.086736604453762.8286780644-997.8286780644
1830FFap-90Sr0004189Ex21585MFap-90Sr0.0114808604201.6465331048606.353466895263469.41291533051338.587084669511578MFap-90Sr0.00073414603936.8977979905-522.897797990511577MFap-90Sr9.53860604367.6963707796-507.696370779663759.4460827892100.5539172108
11577MFap-90Sr0.00920.00089.53860Ex41579FFap-90Sr0.0134190614195.8704836744-5.870483674473465.1985182556724.801481744431584FFap-90Sr0.00072765613936.8977979905-1171.897797990541579FFap-90Sr9.54190614367.6963707796-177.696370779673759.4460827892430.5539172108
21576MFap-90Sr0003859Ex31584FFap-90Sr0.0142765624192.9824589592-1427.982458959283463.0913197182-698.091319718221585MFap-90Sr0.00084808623936.1537139494871.846286050631585FFap-90Sr102927624364.5603951904-1437.560395190483757.0299433068-830.0299433069
2823FFap-90Sr0.30.00632103767Ex31585FFap-90Sr0.0142927634192.9824589592-1265.982458959293463.0913197182-536.091319718241583FFap-90Sr0.00084238633936.1537139494301.846286050621585MFap-90Sr144808634339.472590477468.52740952393737.70082744821070.2991725518
31582MFap-90Sr0003534Ex11585MFap-90Sr0.0154774644190.094434244583.905565756103460.98412118081313.015878819211577MFap-90Sr0.00083860643936.1537139494-76.153713949411585MFap-90Sr164774644326.9286881202447.0713118798103728.03626951891045.9637304811
11581MFap-90Sr0.280.0222203477Dxx41583FFap-90Sr0.0164238654187.206409528850.7935904712113458.8769226434779.123077356611585MFap-90Sr0.0014774653934.6655458674839.334454132641583FFap-90Sr164238654326.9286881202-88.9286881202113728.0362695189509.9637304811
2862FFap-91Y0003363Dx11579MFap-90Sr0.0174412664184.3183848136227.6816151864123456.769724106955.23027589411579MFap-90Sr0.00124412663933.1773777853478.822622214711579MFap-90Sr224412664289.2969810501122.7030189499123699.042595731712.957404269
41584FFap-90Sr0.0470.004493155Ex31577FFap-90Sr0.0332057674138.1099893703-2081.1099893703133423.0545475073-1366.054547507341585FFap-90Sr0.0043620673912.3430246363-292.343024636331577FFap-90Sr262057674264.2091763366-2207.2091763366133679.7134798724-1622.7134798724
41577FFap-90Sr0.00620.000455.52667Ex41585FFap-90Sr0.0423620684112.1177669335-492.1177669335143404.0897606705215.910239329541584FFap-90Sr0.0043155683912.3430246363-757.343024636341578MFap-90Sr391905684182.6738110179-2277.6738110179143616.8938533319-1711.8938533319
3826MFap-90Sr0.450.0293102496Ex31578MFap-90Sr0.0424032694112.1177669335-80.1177669335153404.0897606705627.910239329521579MFap-90Sr0.0044824693912.3430246363911.656975363741585FFap-90Sr443620694151.3140551261-531.3140551261153592.732458508627.2675414914
21586FFap-90Sr0.140.0191102301Ex41584FFap-90Sr0.0473155704097.6776433574-942.6776433574163393.5537679835-238.55376798352700FFap-90Sr0.0043412703912.3430246363-500.343024636331578MFap-90Sr484032704126.2262504127-94.2262504127163573.40334265458.59665735
41586FFap-90Sr0.180.0291502030Ex21579MFap-90Sr0.0514824714086.1255444966737.8744555034173385.12497383381438.875026166231577FFap-90Sr0.00482057713906.390352308-1849.39035230841584FFap-90Sr493155714119.9542992343-964.9542992343173568.5710636854-413.5710636854
31580MFap-90Sr0.270.0592401963Ex41578MFap-90Sr0.0541905724077.461470351-2172.461470351183378.8033782215-1473.803378221511584FFap-90Sr0.0054274723904.902184226369.09781577431583FFap-90Sr613332724044.690885094-712.690885094183510.5837161095-178.5837161095
2789MFap-90Sr0.420.0833101683Ex11584FFap-90Sr0.0654274734045.6931984837228.3068015163193355.62419431918.375805690131578MFap-90Sr0.0054032733904.902184226127.09781577411584FFap-90Sr644274734025.8750315589248.1249684411193496.0868792156777.9131207844
2683FFap-90Y0005470Dx31579MFap-90Sr0.0765296744013.92492661651282.0750733835203332.44501039841963.554989601631579MFap-90Sr0.0065296743897.46134381561398.538656184431579MFap-90Sr725296743975.6994221321320.300577868203457.42864749841838.5713525016
4833MFap-90Sr0005372Dx21577FFap-90Sr0.0793594754005.2608524709-411.2608524709213326.1234147861267.87658521392823FFap-90Sr0.00633767753895.2290916925-128.229091692521579MFap-90Sr734824753969.4274709536854.5725290464213452.59636853371371.4036314663
21579MFap-90Sr0.0510.004734824Ex31583FFap-90Sr0.083332764002.3728277557-670.3728277557223324.01621624877.983783751311583MFap-90Sr0.0074200763890.0205034052309.979496594821584MFap-90Sr803929763925.52381270513.4761872949223418.7704157811510.2295842189
1950MFap-90Sr0004375Dx21584MFap-90Sr0.0813929773999.4848030404-70.4848030405233321.9090177113607.090982288731583FFap-90Sr0.0073332773890.0205034052-558.020503405221577FFap-90Sr853594773894.1640568133-300.1640568133233394.6090209579199.3909790421
31585FFap-90Sr0.0140.0006102927Dx11583MFap-90Sr0.0854200783987.9327041796212.0672958204243313.4802235616886.519776438441578MFap-90Sr0.00771905783884.811915118-1979.81191511811583MFap-90Sr864200783887.892105635312.107894365243389.7767419932810.2232580068
4790FFap-90Sr0.760.0645402373Dx21586FFap-90Sr0.142301793829.0913448433-1528.0913448433253197.5843040037-896.584304003721584MFap-90Sr0.0093929793875.138822584553.861177415521586FFap-90Sr1102301793737.3652773543-1436.3652773543253273.8020468415-972.8020468415
21581MFap-90Sr0.860.156601931Dx41586FFap-90Sr0.182030803713.5703562351-1683.5703562351263113.296362507-1083.29636250721577FFap-90Sr0.013594803867.6979821742-273.69798217422700FFap-90Sr1403412803549.2067420034-137.2067420034263128.8336779019283.1663220981
1660MFap-90Y0005788Dx3806MFap-90Sr0.22636813655.809861931-1019.809861931273071.1523917586-435.15239175863789FFap-90Sr0.013306813867.6979821742-561.697982174241586FFap-90Sr1502030813486.4872302198-1456.4872302198273080.5108882554-1050.5108882554
2811MFap-144Ce0005281Ex1789MFap-90Sr0.213245823626.929614779-381.929614779283050.0804063844194.91959361551789MFap-90Sr0.0133245823845.3754609431-600.37546094314789FFap-90Sr1702565823361.0482066526-796.0482066526282983.8653089623-418.8653089623
11579MFap-90Sr0.0170.0012224412Dx3853MFap-90Sr0.212241833626.929614779-1385.929614779293050.0804063844-809.08040638453823FFap-90Sr0.0162596833823.052939712-1227.0529397123806MFap-90Sr1802636833298.328694869-662.328694869292935.5425193158-299.5425193158
41579FFap-90Sr0.0130.00039.54190Dx4789FFap-90Sr0.222565843598.0493676269-1033.0493676269303029.0084210103-464.008421010321586FFap-90Sr0.0192301843800.730418481-1499.7304184812963MFap-90Sr1802587843298.328694869-711.328694869302935.5425193158-348.5425193158
1878MFap-91Y0005942Ex4806FFap-90Sr0.222156853598.0493676269-1442.0493676269313029.0084210103-873.00842101033806MFap-90Sr0.022636853793.2895780706-1157.28957807061789MFap-90Sr1903245853235.60918308549.3908169146312887.2197296693357.7802703307
2830FFap-90Sr0005540Ex2700FFap-90Sr0.233412863569.1691204749-157.1691204749323007.9364356361404.06356436394789FFap-90Sr0.022565863793.2895780706-1228.28957807063853MFap-90Sr1902241863235.6091830854-994.6091830854322887.2197296693-646.2197296693
1596FFap-90Y0005512Ex2963MFap-90Sr0.262587873482.5283790187-895.5283790187332944.7204795136-357.72047951362963MFap-90Sr0.022587873793.2895780706-1206.28957807064806FFap-90Sr1902156873235.6091830854-1079.6091830854332887.2197296693-731.2197296693
1862MFap-144Ce0005454Dx1853FFap-90Sr0.262094883482.5283790187-1388.5283790187342944.7204795136-850.720479513611581MFap-90Sr0.0223477883778.4078972499-301.40789724992823FFap-90Sr2103767883110.1701595182656.8298404818342790.5741503762976.4258496238
1699MFap-144Ce0005369Ex31580MFap-90Sr0.271963893453.6481318666-1490.6481318666352923.6484941394-960.64849413942704MFap-90Sr0.0232830893770.9670568396-940.967056839611581MFap-90Sr2203477893047.4506477346429.5493522655352742.2513607297734.7486392703
1812MFap-91Y0005367Dx2704MFap-90Sr0.282830903424.7678847146-594.7678847146362902.5765087652-72.57650876534826FFap-90Sr0.0272443903741.2036951982-1298.203695198211586MFap-90Sr2302104902984.7311359509-880.7311359509362693.9285710831-589.9285710831
2911FFap-91Y0005306Ex11581MFap-90Sr0.283477913424.767884714652.2321152854372902.5765087652574.42349123473826MFap-90Sr0.0292496913726.3220143774-1230.32201437741853FFap-90Sr2402094912922.0116241673-828.0116241673372645.6057814366-551.6057814366
1725MFap-144Ce0005233Dx11586MFap-90Sr0.32104923367.0073904105-1263.0073904105382860.4325380169-756.432538016941586FFap-90Sr0.0292030923726.3220143774-1696.322014377431580MFap-90Sr2401963922922.0116241673-959.0116241673382645.6057814366-682.6057814366
1911MFap-91Y0005220Ex2823FFap-90Sr0.33767933367.0073904105399.9926095895392860.4325380169906.56746198314700MFap-90Sr0.032615933718.8811739671-1103.88117396714826FFap-90Sr2502443932859.2921123837-416.2921123837392597.2829917901-154.2829917901
2940MFap-91Y0005170Ex4826FFap-90Sr0.352443943222.6061546502-779.6061546502402755.072611146-312.0726111464853MFap-90Sr0.0352753943681.6769719153-928.67697191532704MFap-90Sr2602830942796.572600600133.4273993999402548.9602021435281.0397978565
1788MFap-144Ce0005057Ex2853FFap-90Sr0.352305953222.6061546502-917.6061546502412755.072611146-450.0726111462806MFap-90Sr0.0352313953681.6769719153-1368.67697191533789FFap-90Sr2803306952671.1335770329634.8664229671412452.3146228505853.6853771495
21578MFap-90Sr0.00650.00026.24958Ex1963MFap-90Sr0.361703963193.7259074982-1490.7259074982422734.0006257719-1031.00062577194806FFap-90Sr0.0352156963681.6769719153-1525.67697191532806MFap-90Sr2902313962608.4140652493-295.4140652493422403.9918332039-90.9918332039
1683MFap-90Y0004743Dx21580FFap-90Sr0.391593973107.085166042-1514.085166042432670.7846696494-1077.78466964943853MFap-90Sr0.0382241973659.3544506842-1418.35445068422853FFap-90Sr2902305972608.4140652493-303.4140652493432403.9918332039-98.9918332039
1816FFap-144Ce0004652Ex4700MFap-90Sr0.42615983078.20491889-463.2049188899442649.7126842752-34.712684275211586MFap-90Sr0.0432104983622.1502486325-1518.150248632521580FFap-90Sr2901593982608.4140652493-1015.4140652493442403.9918332039-810.9918332039
1755MFap-144Ce0004617Dx1806FFap-90Sr0.41807993078.20491889-1271.20491889452649.7126842752-842.71268427522853FFap-90Sr0.0432305993622.1502486325-1317.15024863254700MFap-90Sr3102615992482.975041682132.024958318452307.3462539109307.6537460891
2873FFap-144Ce0004578Dx3789FFap-90Sr0.4233061003020.4444245858285.5555754142462607.5687135268698.43128647321853FFap-90Sr0.04720941003592.386886991-1498.3868869911806FFap-90Sr31018071002482.975041682-675.975041682462307.3462539109-500.3462539109
1492MFap-90Y0004567Ex2789MFap-90Sr0.4216831013020.4444245858-1337.4444245858472607.5687135268-924.56871352681704FFap-90Sr0.04924291013577.5052061703-1148.50520617031963MFap-90Sr31017031012482.975041682-779.975041682472307.3462539109-604.3462539109
1745FFap-91Y0004407Dx3823FFap-90Sr0.4525961022933.8036831297-337.8036831297482544.352757404351.647242595731580MFap-90Sr0.05919631023503.0968020668-1540.09680206683826MFap-90Sr31024961022482.97504168213.024958318482307.3462539109188.6537460891
3950FFap-90Sr0004254Dx3826MFap-90Sr0.4524961032933.8036831297-437.8036831297492544.3527574043-48.35275740434790FFap-90Sr0.06423731033465.892600015-1092.8926000152789MFap-90Sr31016831032482.975041682-799.975041682492307.3462539109-624.3462539109
3755FFap-144Ce0004184Dx4853MFap-90Sr0.4827531042847.1629416735-94.1629416735502481.1368012818271.86319871821806FFap-90Sr0.07718071043369.1616746804-1562.16167468043823FFap-90Sr32025961042420.2555298984175.7444701016502259.0234642643336.9765357357
1873FFap-144Ce0004151Dx1704FFap-90Sr0.4824291052847.1629416735-418.1629416735512481.1368012818-52.13680128181963MFap-90Sr0.08317031053324.5166322183-1621.51663221832826MFap-90Sr34012131052294.8165063312-1081.8165063312512162.3778849713-949.3778849713
1588FFap-90Y0004123Ex2806MFap-90Sr0.523131062789.4024473694-476.4024473694522438.9928305335-125.99283053352789MFap-90Sr0.08316831063324.5166322183-1641.51663221834853MFap-90Sr36027531062169.377482764583.622517236522065.7323056782687.2676943218
2812FFap-91Y0003763Dx1826FFap-90Sr0.714611072211.7975043283-750.7975043283532017.55312305-556.553123051823FFap-90Sr0.08719681073294.7532705769-1326.75327057691826FFap-90Sr38014611072043.9384591968-582.9384591968531969.0867263851-508.0867263851
2700FFap-90Sr0.230.0041403412Dx2826MFap-90Sr0.7112131082182.9172571763-969.9172571763541996.4811376759-783.481137675921580FFap-90Sr0.09315931083250.1082281147-1657.10822811471701MFap-90Sr43012141081730.3409002787-516.3409002787541727.4727781525-513.4727781525
4790FFap-90Sr0.7623731092038.516021416334.483978584551891.121210805481.8787891951964MFap-90Sr0.1118211093123.6139411387-1302.61394113872701FFap-90Sr43011851091730.3409002787-545.3409002787551727.4727781525-542.4727781525
2702FFap-90Sr1.60.8490477Dx1964MFap-90Sr0.7818211101980.7555271119-159.7555271119561848.9772400566-27.97724005671826FFap-90Sr0.1114611103123.6139411387-1662.61394113871704FFap-90Sr44024291101667.6213884951761.3786115049561679.149988506749.8500114941
4854FFap-90Sr21.3420279Dx2701FFap-90Sr0.7811851111980.7555271119-795.7555271119571848.9772400566-663.97724005672826MFap-90Sr0.1512131112825.9803247245-1612.98032472451964MFap-90Sr48018211111416.7433413606404.2566586394571485.8588299198335.1411700802
3824FFap-90Sr21.2400259Dx1701MFap-90Sr0.8112141121894.1147856558-680.1147856558581785.7612839341-571.761283934121581MFap-90Sr0.1519311122825.9803247245-894.98032472453854FFap-90Sr4908091121354.023829577-545.023829577581437.5360402733-628.5360402733
4808FFap-90Sr2.11.3430286Dx21581MFap-90Sr0.8619311131749.7135498955181.2864501045591680.4013570633250.59864293671701MFap-90Sr0.1812141132602.7551124139-1388.755112413931586FFap-90Sr5008821131291.3043177934-409.3043177934591389.2132506268-507.2132506268
1808MFap-90Sr2.21.3530340Dx1823FFap-90Sr0.9219681141576.4320669832391.5679330168601553.9694448182414.03055518182701FFap-90Sr0.1811851142602.7551124139-1417.75511241391790MFap-90Sr52010331141165.8652942262-132.8652942262601292.5676713337-259.5676713337
2855FFap-90Sr2.51.7450226Dx1790MFap-90Sr0.9610331151460.911078375-427.911078375611469.6815033216-436.68150332162827MFap-90Sr0.2411281152156.3046877926-1028.30468779264701MFap-90Sr5207151151165.8652942262-450.8652942262611292.5676713337-577.5676713337
1827MFap-90Sr2.62450201Dx2808MFap-90Sr0.9810251161403.1505840708-378.1505840708621427.5375325732-402.53753257323808FFap-90Sr0.2711701161933.0794754819-763.07947548192827MFap-90Sr53011281161103.145782442624.8542175574621244.2448816872-116.2448816872
3855MFap-90Sr2.71.2620376Ex3808FFap-90Sr111701171345.3900897667-175.3900897667631385.3935618249-215.39356182491790MFap-90Sr0.2910331171784.2626672748-751.26266727483808FFap-90Sr54011701171040.426270659129.573729341631195.9220920406-25.9220920406
3964MFap-90Sr2.70.67420310Dx2827MFap-90Sr1.111281181056.587618246271.4123817538641174.6737080832-46.67370808322808MFap-90Sr0.310251181709.8542631713-684.85426317134827FFap-90Sr5408741181040.426270659-166.426270659641195.9220920406-321.9220920406
3827FFap-90Sr2.71.7440201Dx31586FFap-90Sr1.18821191056.5876182462-174.5876182462651174.6737080832-292.673708083231586FFap-90Sr0.378821191188.9954344464-306.99543444644790FFap-90Sr54023731191040.4262706591332.573729341651195.92209204061177.0779079594
1702MFap-90Sr2.81.6670341Dx4827FFap-90Sr1.18741201056.5876182462-182.5876182462661174.6737080832-300.67370808324827FFap-90Sr0.388741201114.5870303429-240.58703034292808MFap-90Sr5601025120914.9872470917110.0127529083661099.2765127476-74.2765127476
2809MFap-90Sr2.81.7620300Dx3854FFap-90Sr1.18091211056.5876182462-247.5876182462671174.6737080832-365.67370808323854FFap-90Sr0.41809121891.3618180323-82.36181803231854MFap-90Sr570693121852.2677353081-159.2677353081671050.953723101-357.953723101
3701FFap-90Sr2.81.9590265Dx11580FFap-90Sr1.2843122767.785146725775.214853274368963.9538543414-120.953854341411580FFap-90Sr0.44843122668.1366057216174.863394278411580FFap-90Sr580843122789.548223524553.4517764755681002.6309334545-159.6309334545
2824FFap-90Sr2.92540238Dx4701MFap-90Sr1.3715123478.9826752051236.017324794969753.2340005997-38.23400059974701MFap-90Sr0.44715123668.136605721646.86339427841823FFap-90Sr5801968123789.54822352451178.4517764755691002.6309334545965.3690665455
2703MFap-90Sr31.8800373Dx1854MFap-90Sr1.3693124478.9826752051214.017324794970753.2340005997-60.23400059972964MFap-90Sr0.51788124147.2777769968640.72222300323790FFap-90Sr630718124475.9506646065242.049335393570761.0169852218-43.0169852218
3792MFap-90Sr32.1640282Dx31581MFap-90Sr1.6747125-387.42473935651134.424739356571121.0744393746625.92556062543790FFap-90Sr0.5271812572.8693728932645.13062710682790MFap-90Sr650644125350.5116410392293.488358960871664.3714059288-20.3714059288
1703FFap-90Sr3.31.9780342Dx3790FFap-90Sr1.7718126-676.2272108771394.22721087772-89.6454143672807.64541436721854MFap-90Sr0.58693126-373.58105172811066.58105172812964MFap-90Sr660788126287.7921292556500.207870744472616.0486162822171.9513837178
1824FFap-90Sr3.32.1610243Dx2790MFap-90Sr1.7644127-676.2272108771320.22721087773-89.6454143672733.645414367231581MFap-90Sr0.67747127-1043.256688661790.2566886621581MFap-90Sr6601931127287.79212925561643.207870744473616.04861628221314.9513837178
1855FFap-90Sr3.41.9640268Dx2964MFap-90Sr1.8788128-965.02968239751753.029682397574-300.36526810891088.36526810892790MFap-90Sr0.7644128-1266.48190097061910.481900970631581MFap-90Sr720747128-88.5249414461835.524941446174326.111878403420.888121597
2854MFap-90Sr3.42.3650252Ex
2792FFap-90Sr3.52820329Dx
1809FFap-90Sr3.52.2670258Dx
4809FFap-90Sr3.61.8510232Dx
3828FFap-90Sr3.72.4730267Ex
4964MFap-90Sr3.72.1640255Dx
3809MFap-90Sr3.92.1990386Dx
4792FFap-90Sr3.92.3600218Dx
2828MFap-90Sr3.93620184Dx
1792MFap-90Sr3.92.5500159Dx
1856MFap-90Sr4.12.7720231Ex
1828FFap-90Sr4.83.1790220Dx
4828MFap-90Sr54.2870195Dx
SUMMARY OUTPUTAcute Initial DRSUMMARY OUTPUTAcute DRtDeathSUMMARY OUTPUTAcute Cumulative Dose
Regression StatisticsRegression StatisticsRegression Statistics
Multiple R0.4640912823Multiple R0.5909222975Multiple R0.2109847833
R Square0.2153807183R Square0.3491891617R Square0.0445145788
Adjusted R Square0.1892267423Adjusted R Square0.3274954671Adjusted R Square0.0126650648
Standard Error61.9163622637Standard Error56.3901607649Standard Error68.326311535
Observations32Observations32Observations32
ANOVAANOVAANOVA
dfSSMSFSignificance FdfSSMSFSignificance FdfSSMSFSignificance F
Regression131570.391271011131570.39127101118.235104210.0074593063Regression151183.961817117151183.961817117116.09634356880.0003694287Regression16524.92331075636524.92331075631.39765331220.2464028266
Residual30115009.0774789893833.6359159663Residual3095395.50693288293179.8502310961Residual30140054.5454392444668.4848479748
Total31146579.46875Total31146579.46875Total31146579.46875
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept402.575148005445.85772452278.77878595580.0000000009308.9211806221496.2291153886308.9211806221496.2291153886Intercept390.835279295530.596004452712.77406270150328.349902341453.3206562499328.349902341453.3206562499Intercept214.108846590852.72277534384.0610314080.0003227956106.4345750519321.7831181297106.4345750519321.7831181297
X Variable 1-40.369247148814.0674733358-2.86968712750.0074593063-69.0988603747-11.6396339228-69.0988603747-11.6396339228X Variable 1-59.069968784114.7232309563-4.01202487140.0003694287-89.1388177317-29.0011198364-89.1388177317-29.0011198364X Variable 10.09880493180.08357548271.18222388410.2464028266-0.0718789740.2694888375-0.0718789740.2694888375
RESIDUAL OUTPUTRESIDUAL OUTPUTRESIDUAL OUTPUT
ObservationPredicted YResidualsObservationPredicted YResidualsObservationPredicted YResiduals
1337.9843525673139.01564743271343.5793042682133.42069573181262.5232631535214.4767368465
2321.8366537078-42.83665370782314.0443198762-35.04431987622255.606917930223.3930820698
3321.8366537078-62.83665370783319.9513167546-60.95131675463253.6308192955.369180705
4317.7997289929-31.79972899294314.0443198762-28.04431987624256.594967247829.4050327522
5313.76280427826.2371957225314.044319876225.95568012385266.475460423973.5245395761
6301.6520301334-75.65203013346290.4163323625-64.41633236256258.571065883-32.571065883
7297.6151054185-96.61510541857272.6953417273-71.69534172737258.571065883-57.571065883
8293.578180703782.42181929638319.951316754656.04868324548275.3679042823100.6320957177
9293.578180703716.42181929639351.2584002101-41.25840021019255.606917930254.3930820698
10293.5781807037-92.578180703710290.4163323625-89.416332362510257.5830165654-56.5830165654
11289.541255988851.458744011211296.323329240944.676670759111280.308150870460.6918491296
12289.541255988810.458744011212290.41633236259.583667637512275.367904282324.6320957177
13289.5412559888-24.541255988813278.6023386057-13.602338605713272.4037563295-7.4037563295
14285.5043312739-47.504331273914272.6953417273-34.695341727314267.4635097415-29.4635097415
15281.46740655991.53259344115284.509335484188.490664515915293.152791999279.8472080008
16281.4674065590.53259344116266.788344848915.211655151116277.34400291754.6559970825
17269.356632414472.643367585617278.602338605763.397661394317291.17669336450.823306636
18269.3566324144-26.356632414418266.7883448489-23.788344848918274.3798549647-31.3798549647
19265.31970769952.680292300519278.6023386057-10.602338605719277.3440029175-9.3440029175
20265.3197076995-13.319707699520254.9743510921-2.974351092120278.3320522351-26.3320522351
21261.282782984667.717217015421272.695341727356.304658272721295.128890634433.8711093656
22261.2827829846-3.282782984622260.8813479705-2.881347970522280.3081508704-22.3081508704
23257.2458582697-25.245858269723284.5093354841-52.509335484123264.4993617887-32.4993617887
24253.208933554913.791066445124249.067354213717.932645786324286.236446776-19.236446776
25253.20893355491.791066445125266.7883448489-11.788344848925277.3440029175-22.3440029175
26245.1350841251140.864915874926266.7883448489119.211655151126311.925729033774.0742709663
27245.1350841251-27.135084125127254.9743510921-36.974351092127273.3918056471-55.3918056471
28245.1350841251-61.135084125128213.6253729432-29.625372943228275.3679042823-91.3679042823
29245.1350841251-86.135084125129243.1603573353-84.160357335329263.5113124711-104.5113124711
30237.0612346954-6.061234695430231.3463635785-0.346363578530285.2483974584-54.2483974584
31208.802761691211.197238308831207.718376064812.281623935231292.1647426816-72.1647426816
32200.7289122615-5.728912261532142.741410402352.258589597732300.0691372224-105.0691372224
90Sr-DRtoDeathChart
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Y
Predicted Y
X Variable 1
Y
X Variable 1 Line Fit Plot
90Sr-cumDoseChart
DOGSexDose RateDose RateCumulative doseDaysDiedCancerCancerCancerCancerOtherDOGSexDose RateDose RateCumulative doseDays
(Gy/Day)at Deathat Deathto DeathEuphanizedLungTBLNHeart(Gy/Day)at Deathat Deathto Death
Intial(Gy/Day)(Gy)Intial(Gy/Day)(Gy)
SUMMARY OUTPUT
1476FFap-90Sr0006025Dxx1476FFap-90Sr0006025
2636FFap-90Y0005346Ex2636FFap-90Y0005346Regression Statistics
31579MFap-90Sr0.0760.006725296Dxx2833MFap-90Sr0004932Multiple R0.3108169459
2833MFap-90Sr0004932Dx2596MFap-90Y0004850R Square0.0966071739
2596MFap-90Y0004850Ex2660MFap-90Y0004680Adjusted R Square0.0847204262
2660MFap-90Y0004680Dx2588FFap-90Y0004601Standard Error821.4329601451
2588FFap-90Y0004601Ex2788FFap-144Ce0004394Observations78
2788FFap-144Ce0004394Ex3833FFap-90Sr0003680
11584FFap-90Sr0.0650.005644274Exx4950MFap-90Sr0004076ANOVA
3833FFap-90Sr0003680Dx2745MFap-91Y0003029dfSSMSFSignificance F
41585FFap-90Sr0.0420.004443620Ex2950MFap-90Sr0005407Regression15483913.329488285483913.329488288.12730077370.0056108139
2704MFap-90Sr0.280.0232602830Dxx1851FFap-90Sr0005345Residual7651281160.2089733674752.108012806
4853MFap-90Sr0.480.0353602753Exx31576MFap-90Sr0005257Total7756765073.5384615
3806MFap-90Sr0.20.021802636Exx2755FFap-144Ce0005203
4700MFap-90Sr0.40.033102615Dxx1940FFap-91Y0005158CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
3823FFap-90Sr0.450.0163202596Dxx2851MFap-90Sr0004974Intercept4597.11968809103.2857046144.508770167604391.40838246194802.8309937184391.40838246194802.830993718
4789FFap-90Sr0.220.021702565Ex2878FFap-91Y0004779X Variable 1-11.64160819564.0835681948-2.85084211660.0056108139-19.7747389918-3.5084773994-19.7747389918-3.5084773994
1704FFap-90Sr0.480.0494402429Dxx2699MFap-144Ce0004759
11586MFap-90Sr0.30.0432302104Ex1962FFap-90Sr0004703
1964MFap-90Sr0.780.114801821Exx1636MFap-90Y0004400
1701MFap-90Sr0.810.184301214Ex1811MFap-144Ce0004296RESIDUAL OUTPUT
2826MFap-90Sr0.710.153401213Dx11576FFap-90Sr0004237
2701FFap-90Sr0.780.184301185Dx1833FFap-144Ce0004195ObservationPredicted YResiduals
3808FFap-90Sr10.275401170Ex1830FFap-90Sr000418914597.119688091427.88031191
2827MFap-90Sr1.10.245301128Exx21576MFap-90Sr000385924597.11968809748.88031191
1790MFap-90Sr0.960.295201033Ex31582MFap-90Sr000353434597.11968809334.88031191
2808MFap-90Sr0.980.35601025Dx2862FFap-91Y000336344597.11968809252.88031191
31586FFap-90Sr1.10.37500882Ex2683FFap-90Y000547054597.1196880982.88031191
4827FFap-90Sr1.10.38540874Dx4833MFap-90Sr000537264597.119688093.88031191
11580FFap-90Sr1.20.44580843Ex1950MFap-90Sr000437574597.11968809-203.11968809
3854FFap-90Sr1.10.41490809Ex1660MFap-90Y000578884597.11968809-917.11968809
2964MFap-90Sr1.80.51660788Dx2811MFap-144Ce000528194597.11968809-521.11968809
31581MFap-90Sr1.60.67720747Ex1878MFap-91Y0005942104597.11968809-1568.11968809
3790FFap-90Sr1.70.52630718Dx2830FFap-90Sr0005540114597.11968809809.88031191
4701MFap-90Sr1.30.44520715Dx1596FFap-90Y0005512124597.11968809747.88031191
1854MFap-90Sr1.30.58570693Ex1862MFap-144Ce0005454134597.11968809659.88031191
2790MFap-90Sr1.70.7650644Ex1699MFap-144Ce0005369144597.11968809605.88031191
11583MFap-90Sr0.0850.007864200Ex1812MFap-91Y0005367154597.11968809560.88031191
4950MFap-90Sr0004076Dx2911FFap-91Y0005306164597.11968809376.88031191
31578MFap-90Sr0.0420.005484032Ex1725MFap-144Ce0005233174597.11968809181.88031191
21584MFap-90Sr0.0810.009803929Ex1911MFap-91Y0005220184597.11968809161.88031191
11578MFap-90Sr0.00770.00077.73414Ex2940MFap-91Y0005170194597.11968809105.88031191
31583FFap-90Sr0.080.007613332Ex1788MFap-144Ce0005057204597.11968809-197.11968809
2745MFap-91Y0003029Dxx1683MFap-90Y0004743214597.11968809-301.1196880960252667Anova: Single Factor
31584FFap-90Sr0.0140.00078.82765Ex1816FFap-144Ce0004652224597.11968809-360.1196880953464591
2963MFap-90Sr0.260.021802587Dxx1755MFap-144Ce0004617234597.11968809-402.1196880949324958SUMMARY
31577FFap-90Sr0.0330.0048262057Ex2873FFap-144Ce0004578244597.11968809-408.1196880948503414GroupsCountSumAverageVariance
41578MFap-90Sr0.0540.0077391905Ex1492MFap-90Y0004567254597.11968809-738.1196880946802765Column 1542567664754.9259259259442281.994409503
1806FFap-90Sr0.40.0773101807Dx1745FFap-91Y0004407264597.11968809-1063.1196880946013860Column 224918223825.9166666667825394.949275361
21577FFap-90Sr0.0790.01853594Ex3950FFap-90Sr0004254274597.11968809-1234.1196880943944190
3789FFap-90Sr0.420.012803306Dx3755FFap-144Ce0004184284597.11968809872.8803119136802927
1789MFap-90Sr0.210.0131903245Ex1873FFap-144Ce0004151294597.11968809774.8803119140764808ANOVA
4826FFap-90Sr0.350.0272502443Dx1588FFap-90Y0004123304597.11968809-222.1196880930294774Source of VariationSSdfMSFP-valueF crit
2806MFap-90Sr0.50.0352902313Ex2812FFap-91Y0003763314597.119688091190.8803119154074238Between Groups14340044.0014245114340044.001424525.68868792790.00000274323.9667596602
2853FFap-90Sr0.350.0432902305Ex41577FFap-90Sr0.00620.000455.52667324597.11968809683.8803119153454412Within Groups42425029.53703776558224.07285575
3853MFap-90Sr0.210.0381902241Ex21583FFap-90Sr0.00780.00025.74591334597.119688091344.8803119152572057
4806FFap-90Sr0.220.0351902156Dx21578MFap-90Sr0.00650.00026.24958344597.11968809942.8803119152031905Total56765073.538461577
1853FFap-90Sr0.260.0472402094Dx11578MFap-90Sr0.00770.00077.73414354597.11968809914.8803119151583620
1823FFap-90Sr0.920.0875801968Dx31584FFap-90Sr0.0140.00078.82765364597.11968809856.8803119149744032
1963MFap-90Sr0.360.0833101703Dx11577MFap-90Sr0.00920.00089.53860374597.11968809771.8803119147793155
21580FFap-90Sr0.390.0932901593Dx41579FFap-90Sr0.0130.00039.54190384597.11968809769.8803119147593332
1826FFap-90Sr0.70.113801461Dx31585FFap-90Sr0.0140.0006102927394597.11968809708.8803119147034274
2950MFap-90Sr0005407Dx21585MFap-90Sr0.0110.0008144808404597.11968809635.8803119144005296
1851FFap-90Sr0005345Ex11585MFap-90Sr0.0150.001164774414597.11968809622.8803119142964824
31576MFap-90Sr0005257Ex41583FFap-90Sr0.0160.0008164238424597.11968809572.8803119142373929
2755FFap-144Ce0005203Dx11579MFap-90Sr0.0170.0012224412434597.11968809459.8803119141953594
1940FFap-91Y0005158Ex31577FFap-90Sr0.0330.0048262057444597.11968809145.8803119141894200
2851MFap-90Sr0004974Ex41578MFap-90Sr0.0540.0077391905454597.1196880954.880311913859
21585MFap-90Sr0.0110.0008144808Ex41585FFap-90Sr0.0420.004443620464597.1196880919.880311913534
2878FFap-91Y0004779Ex31578MFap-90Sr0.0420.005484032474597.11968809-19.119688093363
11585MFap-90Sr0.0150.001164774Ex41584FFap-90Sr0.0470.004493155484597.11968809-30.119688095470
2699MFap-144Ce0004759Ex31583FFap-90Sr0.080.007613332494597.11968809-190.119688095372
1962FFap-90Sr0004703Ex11584FFap-90Sr0.0650.005644274504597.11968809-343.119688094375
21583FFap-90Sr0.00780.00025.74591Ex31579MFap-90Sr0.0760.006725296514597.11968809-413.119688095788
1636MFap-90Y0004400Ex21579MFap-90Sr0.0510.004734824524597.11968809-446.119688095281
1811MFap-144Ce0004296Ex21584MFap-90Sr0.0810.009803929534597.11968809-474.119688095942
41583FFap-90Sr0.0160.0008164238Ex21577FFap-90Sr0.0790.01853594544597.11968809-834.119688095540
11576FFap-90Sr0004237Ex11583MFap-90Sr0.0850.007864200554533.0908430141-1866.09084301415512
1833FFap-144Ce0004195Dx21586FFap-90Sr0.140.0191102301564530.76252137560.2374786255454
1830FFap-90Sr0004189Ex2700FFap-90Sr0.230.0041403412574524.9417172772433.05828272285369
11577MFap-90Sr0.00920.00089.53860Ex41586FFap-90Sr0.180.0291502030584507.4793049837-1093.47930498375367
21576MFap-90Sr0003859Ex4789FFap-90Sr0.220.021702565594494.6735359686-1729.67353596865306
2823FFap-90Sr0.30.00632103767Ex3806MFap-90Sr0.20.021802636604486.5244102316-626.52441023165233
31582MFap-90Sr0003534Ex2963MFap-90Sr0.260.021802587614486.5244102316-296.52441023165220
11581MFap-90Sr0.280.0222203477Dxx1789MFap-90Sr0.210.0131903245624480.7036061338-1553.70360613385170
2862FFap-91Y0003363Dx3853MFap-90Sr0.210.0381902241634434.1371733514373.86282664865057
41584FFap-90Sr0.0470.004493155Ex4806FFap-90Sr0.220.0351902156644410.8539569601363.14604303994743
41577FFap-90Sr0.00620.000455.52667Ex2823FFap-90Sr0.30.00632103767654410.8539569601-172.85395696014652
3826MFap-90Sr0.450.0293102496Ex11581MFap-90Sr0.280.0222203477664341.004307786470.99569221364617
21586FFap-90Sr0.140.0191102301Ex11586MFap-90Sr0.30.0432302104674294.437875004-2237.4378750044578
41586FFap-90Sr0.180.0291502030Ex1853FFap-90Sr0.260.0472402094684143.096968461-2238.0969684614567
31580MFap-90Sr0.270.0592401963Ex31580MFap-90Sr0.270.0592401963694084.8889274829-464.88892748294407
2789MFap-90Sr0.420.0833101683Ex4826FFap-90Sr0.350.0272502443704038.3224947004-6.32249470044254
2683FFap-90Y0005470Dx2704MFap-90Sr0.280.0232602830714026.6808865048-871.68088650484184
4833MFap-90Sr0005372Dx3789FFap-90Sr0.420.012803306723886.9815881574-554.98158815744151
21579MFap-90Sr0.0510.004734824Ex2806MFap-90Sr0.50.0352902313733852.0567635706421.94323642944123
1950MFap-90Sr0004375Dx2853FFap-90Sr0.350.0432902305743758.92389800561537.07610199443763
31585FFap-90Sr0.0140.0006102927Dx21580FFap-90Sr0.390.0932901593753747.282289811076.71771019
4790FFap-90Sr0.760.0645402373Dx4700MFap-90Sr0.40.033102615763665.7910324407263.2089675593
21581MFap-90Sr0.860.156601931Dx1806FFap-90Sr0.40.0773101807773607.5829914626-13.5829914626
1660MFap-90Y0005788Dx1963MFap-90Sr0.360.0833101703783595.941383267604.058616733
2811MFap-144Ce0005281Ex3826MFap-90Sr0.450.0293102496
11579MFap-90Sr0.0170.0012224412Dx2789MFap-90Sr0.420.0833101683SUMMARY OUTPUT
41579FFap-90Sr0.0130.00039.54190Dx3823FFap-90Sr0.450.0163202596
1878MFap-91Y0005942Ex2826MFap-90Sr0.710.153401213Regression Statistics
2830FFap-90Sr0005540Ex4853MFap-90Sr0.480.0353602753Multiple R0.7483109005
1596FFap-90Y0005512Ex1826FFap-90Sr0.70.113801461R Square0.5599692038
1862MFap-144Ce0005454Dx1701MFap-90Sr0.810.184301214Adjusted R Square0.5508018956
1699MFap-144Ce0005369Ex2701FFap-90Sr0.780.184301185Standard Error568.9378438632
1812MFap-91Y0005367Dx1704FFap-90Sr0.480.0494402429Observations50
2911FFap-91Y0005306Ex1964MFap-90Sr0.780.114801821
1725MFap-144Ce0005233Dx3854FFap-90Sr1.10.41490809ANOVA
1911MFap-91Y0005220Ex31586FFap-90Sr1.10.37500882dfSSMSFSignificance F
2940MFap-91Y0005170Ex1790MFap-90Sr0.960.295201033Regression119772061.531374919772061.531374961.08327420650.0000000004
1788MFap-144Ce0005057Ex4701MFap-90Sr1.30.44520715Residual4815537132.9686251323690.270179689
21578MFap-90Sr0.00650.00026.24958Ex2827MFap-90Sr1.10.245301128Total4935309194.5
1683MFap-90Y0004743Dx3808FFap-90Sr10.275401170
1816FFap-144Ce0004652Ex4827FFap-90Sr1.10.38540874CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
1755MFap-144Ce0004617Dx4790FFap-90Sr0.760.0645402373Intercept3325.2250730092200.056238955816.621451499702922.98505262663727.46509339182922.98505262663727.4650933918
2873FFap-144Ce0004578Dx2808MFap-90Sr0.980.35601025X Variable 1-3.80320157550.4866180232-7.81557894250.0000000004-4.7816126693-2.8247904816-4.7816126693-2.8247904816
1492MFap-90Y0004567Ex1854MFap-90Sr1.30.58570693
1745FFap-91Y0004407Dx11580FFap-90Sr1.20.44580843
3950FFap-90Sr0004254Dx1823FFap-90Sr0.920.0875801968
3755FFap-144Ce0004184Dx3790FFap-90Sr1.70.52630718RESIDUAL OUTPUT
1873FFap-144Ce0004151Dx2790MFap-90Sr1.70.7650644
1588FFap-90Y0004123Ex2964MFap-90Sr1.80.51660788ObservationPredicted YResiduals
2812FFap-91Y0003763Dx21581MFap-90Sr0.860.15660193112906.8728997068-605.8728997068
2700FFap-90Sr0.230.0041403412Dx31581MFap-90Sr1.60.6772074722792.7768524425619.2231475575
32754.7448366878-724.7448366878
3824FFap-90Sr21.2400259Dx42678.6808051782-113.6808051782
4854FFap-90Sr21.3420279Dx52640.6487894235-4.6487894235
3964MFap-90Sr2.70.67420310Dx62640.6487894235-53.6487894235
4808FFap-90Sr2.11.3430286Dx72602.6167736687642.3832263313
3827FFap-90Sr2.71.7440201Dx82602.6167736687-361.6167736687
2855FFap-90Sr2.51.7450226Dx92602.6167736687-446.6167736687
1827MFap-90Sr2.62450201Dx102526.55274215921240.4472578408
2702FFap-90Sr1.60.8490477Dx112488.5207264044988.4792735956
1792MFap-90Sr3.92.5500159Dx122450.4887106497-346.4887106497
4809FFap-90Sr3.61.8510232Dx132412.4566948949-318.4566948949
1808MFap-90Sr2.21.3530340Dx142412.4566948949-449.4566948949
2824FFap-90Sr2.92540238Dx152374.424679140268.5753208598
3701FFap-90Sr2.81.9590265Dx162336.3926633854493.6073366146
4792FFap-90Sr3.92.3600218Dx172260.32863187591045.6713681241
1824FFap-90Sr3.32.1610243Dx182222.296616121190.7033838789
3855MFap-90Sr2.71.2620376Ex192222.296616121182.7033838789
2809MFap-90Sr2.81.7620300Dx202222.2966161211-629.2966161211
2828MFap-90Sr3.93620184Dx212146.2325846116468.7674153884
3792MFap-90Sr32.1640282Dx222146.2325846116-339.2325846116
1855FFap-90Sr3.41.9640268Dx232146.2325846116-443.2325846116
4964MFap-90Sr3.72.1640255Dx242146.2325846116349.7674153884
2854MFap-90Sr3.42.3650252Ex252146.2325846116-463.2325846116
1702MFap-90Sr2.81.6670341Dx262108.2005688568487.7994311432
1809FFap-90Sr3.52.2670258Dx272032.1365373473-819.1365373473
1856MFap-90Sr4.12.7720231Ex281956.0725058378796.9274941622
3828FFap-90Sr3.72.4730267Ex291880.0084743283-419.0084743283
1703FFap-90Sr3.31.9780342Dx301689.8483955545-475.8483955545
1828FFap-90Sr4.83.1790220Dx311689.8483955545-504.8483955545
2703MFap-90Sr31.8800373Dx321651.8163797997777.1836202003
2792FFap-90Sr3.52820329Dx331499.6883167807321.3116832193
4828MFap-90Sr54.2870195Dx341461.6563010259-652.6563010259
3809MFap-90Sr3.92.1990386Dx351423.6242852712-541.6242852712
361347.5602537616-314.5602537617
SUMMARY OUTPUT371347.5602537616-632.5602537617
381309.5282380069-181.5282380069
Regression Statistics391271.4962222521-101.4962222521
Multiple R0.2109847833401271.4962222521-397.4962222521
R Square0.0445145788411271.49622225211101.5037777479
Adjusted R Square0.0126650648421195.4321907426-170.4321907426
Standard Error68.326311535431157.4001749879-464.4001749879
Observations32441119.3681592331-276.3681592331
451119.3681592331848.6318407669
ANOVA46929.2080804593-211.2080804593
dfSSMSFSignificance F47853.1440489498-209.1440489498
Regression16524.92331075636524.92331075631.39765331220.246402826648815.112033195-27.112033195
Residual30140054.5454392444668.484847974849815.1120331951115.887966805
Total31146579.4687550586.9199386665160.0800613335
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept214.108846590852.72277534384.0610314080.0003227956106.4345750519321.7831181297106.4345750519321.7831181297
X Variable 10.09880493180.08357548271.18222388410.2464028266-0.0718789740.2694888375-0.0718789740.2694888375
RESIDUAL OUTPUT
ObservationPredicted YResiduals
1253.6308192955.369180705
2255.606917930223.3930820698
3255.606917930254.3930820698
4256.594967247829.4050327522
5257.5830165654-56.5830165654
6258.571065883-32.571065883
7258.571065883-57.571065883
8262.5232631535214.4767368465
9263.5113124711-104.5113124711
10264.4993617887-32.4993617887
11266.475460423973.5245395761
12267.4635097415-29.4635097415
13272.4037563295-7.4037563295
14273.3918056471-55.3918056471
15274.3798549647-31.3798549647
16275.3679042823100.6320957177
17275.367904282324.6320957177
18275.3679042823-91.3679042823
19277.34400291754.6559970825
20277.3440029175-9.3440029175
21277.3440029175-22.3440029175
22278.3320522351-26.3320522351
23280.308150870460.6918491296
24280.3081508704-22.3081508704
25285.2483974584-54.2483974584
26286.236446776-19.236446776
27291.17669336450.823306636
28292.1647426816-72.1647426816
29293.152791999279.8472080008
30295.128890634433.8711093656
31300.0691372224-105.0691372224
32311.925729033774.0742709663
90Sr-cumDoseChart
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LowCum
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Lung Cancer
TBLN Cancer
Heart Cancer
Cancer
Other
Acute
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Total Cancer and Lung Cancer Total dose to lung (Gy) 0 5 10 15 20 25 7570656055504540353025201510 5 0Percent of Dogs with CancerLung cancerControl dogsAll cancersControl dogs
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% Total Cancer (Controls) by Location
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% Lung Cancer (Control) by Location
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ITRI ExposedLNT FIT
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Selection of Proper Controls??Dog DataAdd more control dogs for greater accuracyAdding dogs greater genetic variationAdding dogs different environmental and life stylesHuman DataMatch controls for life-style, stress and environment, Age, Sex etc.the distal group has about 5% higher cancer rates than estimated for zero dose from the proximal group. (Pierce and Preston 2000)Adding more people increases variation in genetic variation, record keeping, environment, life-style.
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How much is a Bq?Scientific definitionSocial definitionRiskWill I be OK?
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Comparing Environmental and Health Effects (Bq?)The levels in the environment are very non-uniformThe amount of radiation required to produce health effects is much higher than that in the environment (large safety factor)There is a decrease in effectiveness with partial body exposuresThere is a decrease in effectiveness with decreasing dose-rate.
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The risk for radiation induced cancer in human populations is low and undetectable at low doses and dose-rates thus mechanistic studies are required.DOE Low Dose Radiation Research Program http://www.lowdose.energy.govCells can detect and respond to very low doses of ionizing radiationRadiation responses at all levels of biological organization are different at high doses than at low doses.High dose-rate produces more biological damage than low dose-rate exposuresBystander effects, adaptive responses, ROS status of the cells, and genomic instability are interrelated and can be related to protective mechanisms. This resulted in major paradigm shifts in Radiation biology.Thus, mechanisms of radiation action change as a function of dose and dose-rate. Data suggest that radiation exposures are detrimental at high doses and protective at low doses.
Mechanistic Studies of Low Dose Effects
-
Cells can detect and respond to very low doses of ionizing radiation
Radiation responses at all levels of biological organization are different at high doses than at low doses
Thus, mechanisms of radiation action change as a function of dose. Data suggest that they are detrimental at high doses and protective at low doses.
Low Dose research require paradigm shifts in radiation biology to support the data.
Bystander effects, adaptive responses, ROS status of the cells, and genomic instability are interrelated and can be related to protective mechanisms.
The risk for radiation induced cancer in human populations is low and undetectable at low doses and dose-rates.
Linear low dose (LNT) extrapolation is not supported by low dose radiation research Mechanistic studies of Low Dose Effects
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Helpful Reviews of Health Effects from Low dose and dose-rate radiationHealth Physics 97: November 2009, Special Issue: 44th Annual Meeting of the National Council on Radiation Protection and Measurements: Low Dose and Low Dose-Rate Radiation Effects and Models.
Dauer, LT, Brooks, AL, Hoel, D, Morgan W, Stram D, Tran P. (2010) Evaluation of updated research on the health effects associated with low-dose ionizing radiation, Radiation Protection Dosimetry 140 (2) 103-136.
Health Physics 100:, March 2011, Special Issue: Proceedings of the Conference on Biological Consequences and Health Risks of Low-Level Exposure to Ionizing Radiation: In honor of Victor P. Bond.
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Radiation Risk: What Is the Public Perception? Radiation is very badThere is good and bad radiation, (Medical and Environmental)Each and every ionization increases their risk for cancer (LNT)Many conclude that if you are exposed to radiation you are going to get cancerIf you were exposed to radiation and you get cancer the radiation caused the cancer
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It is not all my Fault!!At low doses I do way more good than harm!!!
*
This slide demonstrates that we all receive a total of about 370 mrem (0.37 mSv) of radiation exposure each year from background sources. The range of exposures from background is very high in different environments. Background radiation increases as a function of elevation, as a function of radon in homes and from natural radioactive materials in the environments. There are some areas where the natural background radiation dose is increased by more than a factor of ten. Many of the man made exposure are being regulated at levels much below background. For example there are some very vigorous discussions on whether the level for exposure from man-made sources should be 15 or 25 mrem per year. Since both of these levels are far below the background level, and the range of background level is so high, it is difficult to justify the needed expense required to comply with the lower standard.*The high and variable background rate of cancer is illustrated in every county in the United States. This slide shows cancer rate broken down into percentiles with the highest rates shown as red and the lowest rates illustrated as blue. This interesting map illustrates that some geographical regions have very high cancer rates while other regions are low. One of the features of this map is that it illustrates that in the high elevation, high cosmic radiation western states that the cancer rate is low. The highest cancer rates seem to be along the Mississippi river where the background radiation is very low. There are so many confounding factors in the environment that the cancer rate cannot be linked to any one of them. The map helps illustrate that radiation is not one of the big hitters in the production of cancer. *