{"id":"W2031720525","doi":"10.1086/423739","title":"Human Genome Epidemiology","year":2004,"lang":"en","type":"article","venue":"The American Journal of Human Genetics","topic":"Nutrition, Genetics, and Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":72,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Multidisciplinary approach; Genetic epidemiology; Human genetics; Human biology; Public health; Biology; Genetics; Engineering ethics; Medicine; Sociology; Social science; Gene; Engineering; Pathology","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":[0.0005456171,0.0001829222,0.0003518082,0.00007678643,0.0002347393,0.00001625061,0.0005843448,0.00005137615,0.00002239896],"category_scores_gemma":[0.00007194306,0.000140226,0.0002458874,0.000097947,0.0008023314,0.000002480512,0.0001008565,0.0001674433,0.000008023505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003084942,"about_ca_system_score_gemma":0.0001229527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001215168,"about_ca_topic_score_gemma":0.00001418814,"domain_scores_codex":[0.998491,0.0002356495,0.0005867944,0.0002010851,0.0001565632,0.0003288551],"domain_scores_gemma":[0.9983642,0.00001914439,0.0006909323,0.0004958028,0.0002155879,0.0002143531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001681116,0.0003044716,0.006845223,0.00001507386,0.000231286,0.00002306929,0.000265242,0.003982498,0.9841119,0.0007968555,0.00139852,0.001857731],"study_design_scores_gemma":[0.008997143,0.02987611,0.6541399,0.0001311169,0.0008515231,0.001544422,0.003117026,0.000009539237,0.1317297,0.1207561,0.04694561,0.001901881],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924368,0.005174031,0.00139613,0.0005585215,0.0001054018,0.00009120366,0.00001150629,0.00000526407,0.0002211792],"genre_scores_gemma":[0.9944236,0.0009300726,0.001628285,0.001607897,0.001262712,0.000003095317,0.00001822107,0.0000322553,0.00009383175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8523822,"threshold_uncertainty_score":0.5718251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02253269132692704,"score_gpt":0.3123598749738255,"score_spread":0.2898271836468985,"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."}}