{"id":"W2249323397","doi":"","title":"Cancer and Low Dose Responses in 'Vivo': Implications for Radiation Protection","year":2006,"lang":"en","type":"article","venue":"ScholarWorks@UMassAmherst (University of Massachusetts Amherst)","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Atomic Energy (Canada)","funders":"","keywords":"Radiation protection; Weighting; Radiation; Threshold dose; Low Dose Radiation; Toxicology; Radiobiology; Radiation dose; Radiation exposure; Background radiation; Nuclear medicine; Mathematics; Radiation therapy; Cancer; Statistics; Medicine; Physics; Biology; Internal medicine; Optics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004790188,0.0001844937,0.0003282052,0.000507339,0.0003050519,0.00005009248,0.0001291937,0.0002001369,0.00009909408],"category_scores_gemma":[0.0001090844,0.0002263917,0.0001195435,0.0005850498,0.0001507764,0.0008141173,0.00003534583,0.0003088387,0.000004196261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003703816,"about_ca_system_score_gemma":0.0001938723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001215384,"about_ca_topic_score_gemma":0.0006162893,"domain_scores_codex":[0.9987298,0.00008964379,0.0002539255,0.0004236832,0.0001958426,0.0003071455],"domain_scores_gemma":[0.9990684,0.0001215594,0.0002443304,0.0002922479,0.0001556922,0.0001177692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003080312,0.0006913082,0.7619181,0.0004708222,0.0002508625,0.00002158068,0.001552269,0.001205463,0.0941688,0.001864308,0.01614275,0.1186334],"study_design_scores_gemma":[0.006476174,0.0001849165,0.9595286,0.0002709756,0.0001894199,0.00001400987,0.001224593,0.003499451,0.001705533,0.0006405184,0.02593555,0.0003302319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755845,0.001069553,0.003841727,0.01649976,0.0001125146,0.001468276,0.0001192513,0.0001002282,0.00120417],"genre_scores_gemma":[0.9953537,0.000294407,0.001659885,0.0001429415,0.0001144328,0.00001980807,0.00004761858,0.00002943094,0.002337791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1976105,"threshold_uncertainty_score":0.9231987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02003910737202651,"score_gpt":0.2597724777535406,"score_spread":0.2397333703815141,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}