{"id":"W2409414421","doi":"10.1097/ede.0000000000000397","title":"Commentary","year":2015,"lang":"en","type":"letter","venue":"Epidemiology","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cegep de Sept Iles","funders":"","keywords":"Context (archaeology); Nuclear power plant; Fukushima Nuclear Accident; Environmental science; History; Forensic engineering; Archaeology; Engineering; Physics","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":[0.0008674506,0.0001677483,0.0007705736,0.0001240931,0.00002454267,0.000001882557,0.0001026002,0.0005698176,0.0005138689],"category_scores_gemma":[0.001368224,0.0001376628,0.0001257031,0.00005180548,0.00009408737,0.00002870087,0.00003847558,0.001569904,0.000692541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001250242,"about_ca_system_score_gemma":0.00008633314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001042143,"about_ca_topic_score_gemma":6.573996e-7,"domain_scores_codex":[0.998461,0.0004245515,0.0003985305,0.0002784907,0.00008877137,0.0003486555],"domain_scores_gemma":[0.9984468,0.0008547437,0.0001662587,0.0003996924,0.00004114798,0.00009137128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008009922,0.000006190807,0.01041549,0.00004063289,0.00006643938,0.0002328439,0.00001867531,7.093108e-7,0.000001410398,0.00001016669,0.9864902,0.00270923],"study_design_scores_gemma":[0.0004230481,0.00007911076,0.001055216,0.00002899644,0.00008974405,0.0002057201,0.000004106696,0.0001333666,0.000003516416,0.001261797,0.9966031,0.0001122362],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000111069,0.002011251,0.0001030346,0.9829452,0.0008396519,0.0001596194,0.00001471024,0.000068471,0.01374699],"genre_scores_gemma":[0.00009746099,0.00007862048,0.000799551,0.9768751,0.01355499,0.0000157915,0.001824576,0.00003133739,0.006722622],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01271534,"threshold_uncertainty_score":0.8901444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1162541782878707,"score_gpt":0.3811695093201327,"score_spread":0.2649153310322621,"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."}}