{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03081324,0.001709983,0.009573852,0.008527091,0.000885162,0.003552058,0.003092432,0.00216504,0.003774881],"category_scores_gemma":[0.1264719,0.001335318,0.01140213,0.009544796,0.001582442,0.00321037,0.001696567,0.001468109,0.0003070792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005572467,"about_ca_system_score_gemma":0.02152689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006656661,"about_ca_topic_score_gemma":0.01863269,"domain_scores_codex":[0.9626203,0.01509116,0.0148738,0.001803602,0.005106994,0.0005042682],"domain_scores_gemma":[0.8843412,0.08060335,0.02350121,0.002526995,0.008430704,0.0005965697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002576557,0.00002079277,0.001336204,0.966576,0.01424085,0.00004375085,0.0001422373,0.0001084505,0.00007092726,0.0001541458,0.000810521,0.0162384],"study_design_scores_gemma":[0.0008506103,0.000290232,0.005109726,0.8609648,0.1242371,0.0001962551,0.0002207664,0.000187327,0.0002278436,0.0003246073,0.007336385,0.00005443761],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003891887,0.987183,0.001100536,0.0005390542,0.0003083583,0.005169462,0.001218031,0.0000345817,0.0005550825],"genre_scores_gemma":[0.0750915,0.9025723,0.006828049,0.001535711,0.000280607,0.01190194,0.001493391,0.00002996608,0.0002664521],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03081324,"threshold_uncertainty_score":0.162958,"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."}}