{"id":"W4244308115","doi":"10.1016/j.ebcm.2004.06.009","title":"Commentary","year":2004,"lang":"en","type":"article","venue":"Evidence-based Cardiovascular Medicine","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004684426,0.0004949641,0.001091877,0.0004256518,0.0002355255,0.00002803106,0.0007014714,0.0001367278,0.0008365098],"category_scores_gemma":[0.001332961,0.000403623,0.001219757,0.001281253,0.0007593291,0.0005421507,0.00009023169,0.000468379,0.003530205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009296006,"about_ca_system_score_gemma":0.0002834694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002561439,"about_ca_topic_score_gemma":0.00002651918,"domain_scores_codex":[0.9945213,0.0005543262,0.0006137179,0.000837852,0.002722872,0.0007499185],"domain_scores_gemma":[0.9963905,0.0003534253,0.0001299554,0.002359808,0.0002865385,0.0004797265],"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":[0.001409152,0.0009062656,0.01314864,0.001191021,0.01331165,0.006934212,0.002434121,0.1747395,0.03447375,0.002468179,0.661356,0.08762758],"study_design_scores_gemma":[0.03165121,0.001985742,0.01859415,0.01466016,0.006209238,0.0004888163,0.0006211673,0.0003244762,0.03556211,0.001805056,0.8859635,0.002134384],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1087564,0.5851852,0.06845706,0.2197425,0.004021806,0.003827183,0.00005999723,0.002924676,0.007025099],"genre_scores_gemma":[0.9728,0.0005712199,0.0017485,0.02214075,0.002299144,0.0001377586,0.00008338095,0.0001735244,0.00004574189],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8640435,"threshold_uncertainty_score":0.9998416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05124021676800944,"score_gpt":0.2813790111154194,"score_spread":0.23013879434741,"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."}}