{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2916639,0.001351478,0.002369615,0.007451246,0.00349619,0.01624779,0.004238255,0.01279715,0.003139029],"category_scores_gemma":[0.4403264,0.001182228,0.003699651,0.005038511,0.01753376,0.02526555,0.01500658,0.01699743,0.0007376043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01430149,"about_ca_system_score_gemma":0.07150162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.013905,"about_ca_topic_score_gemma":0.01882192,"domain_scores_codex":[0.7472177,0.1638342,0.0252137,0.007863008,0.05051409,0.005357436],"domain_scores_gemma":[0.3482265,0.5243308,0.03075195,0.01990646,0.07236994,0.004414417],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003789584,0.0001498876,0.007621401,0.08538169,0.001535046,0.001590208,0.03000573,0.001771609,0.00151904,0.2286441,0.2085098,0.4328925],"study_design_scores_gemma":[0.0001496069,0.0004111083,0.007149736,0.106771,0.001441682,0.0007391598,0.01281837,0.001001926,0.002923547,0.1033874,0.7628384,0.0003679936],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.00419977,0.1984089,0.01311719,0.7560055,0.01691647,0.0003975774,0.0003591417,0.0001913926,0.01040404],"genre_scores_gemma":[0.1720128,0.2862489,0.08090469,0.441038,0.01334493,0.001423352,0.0005436852,0.0003433751,0.004140222],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7083361,"threshold_uncertainty_score":0.8735046,"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."}}