{"id":"W2777945649","doi":"10.1111/acem.13368","title":"Protocolized Laboratory Screening for the Medical Clearance of Psychiatric Patients in the Emergency Department: A Systematic Review","year":2017,"lang":"en","type":"review","venue":"Academic Emergency Medicine","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"SUNY Downstate Medical Center; State University of New York","keywords":"Medicine; Emergency department; Observational study; MEDLINE; Medical laboratory; Emergency medicine; Psychiatry; Internal medicine; Pathology","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","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01767471,0.0007056154,0.005840718,0.0001974298,0.0002746706,0.000001850046,0.002130055,0.0008432055,0.0008090104],"category_scores_gemma":[0.05485005,0.0003144887,0.00102378,0.001268148,0.0002451323,0.000147759,0.0001234581,0.002757522,0.00002523273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005777188,"about_ca_system_score_gemma":0.0007074197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004814959,"about_ca_topic_score_gemma":0.00003229348,"domain_scores_codex":[0.986554,0.002226838,0.007806606,0.0007158999,0.002113981,0.0005826695],"domain_scores_gemma":[0.9866855,0.003124435,0.007055584,0.002105695,0.0007382341,0.0002905582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001602865,0.0002436611,0.0009866394,0.9531874,0.0006441414,0.000005861191,0.00009336333,2.083593e-8,3.800356e-8,0.0002471063,0.01967323,0.02475823],"study_design_scores_gemma":[0.00167334,0.0003660649,0.0002556593,0.3831251,0.0103947,0.000008147949,0.00003328862,0.00001312022,1.016741e-8,0.00002836116,0.6038993,0.0002029376],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000008352533,0.9353462,0.00005747376,0.004882867,0.001326426,0.05804082,0.0001270205,0.00002456774,0.0001863101],"genre_scores_gemma":[0.00002443505,0.9728991,0.00002706137,0.001442279,0.001346639,0.02385565,0.0001353872,0.00007960726,0.0001898891],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5842261,"threshold_uncertainty_score":0.9999307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2424267147646082,"score_gpt":0.5392830752174711,"score_spread":0.2968563604528629,"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."}}