{"id":"W4323666087","doi":"10.1097/01.eem.0000922716.51556.31","title":"Evidence-Based Medicine","year":2023,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emergency department; Medicine; Medical emergency; Population; Health care; Government (linguistics); Harm; Family medicine; Emergency medicine; Psychiatry; Law; Political science; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005366924,0.0001645493,0.0003318369,0.0005654982,0.0009410795,9.196538e-7,0.0004377772,0.000123881,0.08460642],"category_scores_gemma":[0.01355497,0.0001052909,0.00004044648,0.003287142,0.0002327243,0.0002110711,0.00006058027,0.0005975864,0.007158081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001460044,"about_ca_system_score_gemma":0.001177002,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008046953,"about_ca_topic_score_gemma":0.001016706,"domain_scores_codex":[0.9954902,0.00077406,0.001081176,0.0004155359,0.001116108,0.001122925],"domain_scores_gemma":[0.9964685,0.001598003,0.0002224613,0.000530908,0.0003970643,0.0007830269],"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":[0.00002352229,0.00001016638,0.06721395,0.000276661,0.000002971771,0.000002266396,0.003958572,0.000005648591,0.0006764025,0.000235603,0.9238182,0.003775984],"study_design_scores_gemma":[0.0007152099,0.000556108,0.1751193,0.001857646,0.00001237927,2.65971e-7,0.01118744,0.001525577,0.000008842254,0.001367682,0.80751,0.0001396221],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1835024,0.004242286,0.0007240134,0.6581302,0.03553298,0.001944885,0.000004635424,0.0006732006,0.1152453],"genre_scores_gemma":[0.6105636,0.04726627,0.0002608526,0.02095273,0.04109709,0.001725366,0.0002611032,0.0001098052,0.2777631],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6371775,"threshold_uncertainty_score":0.9985585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6000123586065128,"score_gpt":0.6054970054631267,"score_spread":0.005484646856613873,"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."}}