{"id":"W4292877739","doi":"10.1186/s12940-022-00884-6","title":"Demonstrating the undermining of science and health policy after the Fukushima nuclear accident by applying the Toolkit for detecting misused epidemiological methods","year":2022,"lang":"en","type":"review","venue":"Environmental Health","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Alberta","keywords":"Overdiagnosis; Thyroid cancer; Fukushima Nuclear Accident; Medicine; Epidemiology; Chernobyl Nuclear Accident; Environmental health; Thyroid; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01276027,0.0002821287,0.0009924649,0.00009790505,0.002209998,0.00005034943,0.0004066259,0.00006251977,0.00005005408],"category_scores_gemma":[0.0007469281,0.000136816,0.0002208887,0.0003627058,0.0008609628,0.00008434962,0.0003241171,0.0007693088,0.000001388005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001231632,"about_ca_system_score_gemma":0.0008926911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001999334,"about_ca_topic_score_gemma":0.000003934812,"domain_scores_codex":[0.9962453,0.001216185,0.0009936603,0.0004949293,0.0004577618,0.0005921217],"domain_scores_gemma":[0.9958333,0.002492461,0.001025306,0.0004639376,0.000004019636,0.0001809465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000898589,0.00002046304,0.0001368728,0.0008570095,0.00002723015,3.911014e-7,0.0009273369,0.00000167082,0.000008106136,0.00005656061,0.0001578344,0.9977975],"study_design_scores_gemma":[0.0002663594,0.0003475704,0.001063925,0.001035554,0.0001209543,0.0002584481,0.006680025,0.0007436401,0.000005184134,0.00004227378,0.9892737,0.0001624148],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006132424,0.9823389,0.000728497,0.01203609,0.000100163,0.004051823,0.00002787113,0.00002021179,0.00008321986],"genre_scores_gemma":[0.01276312,0.9678103,0.005394053,0.01286101,0.000218428,0.0008534063,0.0000202163,0.00005249468,0.00002699303],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9976351,"threshold_uncertainty_score":0.999089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.151955470349508,"score_gpt":0.4809634212202733,"score_spread":0.3290079508707653,"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."}}