{"id":"W3166238530","doi":"10.1111/ijcp.14473","title":"Low‐value injury admissions in an integrated Canadian trauma system: A multicentre cohort study","year":2021,"lang":"en","type":"article","venue":"International Journal of Clinical Practice","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services; Dalhousie University; Institut National d'Excellence en Santé et en Services Sociaux; Université Laval; Sante Montreal; Hôpital de l'Enfant-Jésus","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Emergency department; Emergency medicine; Cohort; Injury Severity Score; Retrospective cohort study; Logistic regression; Injury prevention; Occupational safety and health; Poison control; Cohort study; Pediatrics; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001868766,0.0008939442,0.0009036487,0.002565026,0.004974375,0.00206926,0.002818378,0.0009995992,0.002074586],"category_scores_gemma":[0.004139317,0.000837779,0.001366637,0.007411909,0.001177668,0.0009611478,0.002127516,0.001423534,0.0002994318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03097966,"about_ca_system_score_gemma":0.03553853,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9855168,"about_ca_topic_score_gemma":0.9901579,"domain_scores_codex":[0.9972692,0.0001935568,0.0001963313,0.0005851267,0.0008697053,0.0008859906],"domain_scores_gemma":[0.9959185,0.0001984127,0.001031667,0.0002238889,0.001638568,0.000988982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005645116,0.00004864854,0.997211,0.00003463421,0.00008899795,0.00009710496,0.0006427973,0.00004693111,0.00007265525,0.00004232342,0.0006645683,0.0009938717],"study_design_scores_gemma":[0.00001680571,0.00005433028,0.9977776,0.00004570084,0.00005294508,0.00009136363,0.001226594,0.0003109807,0.00002167255,0.00001721034,0.0003677119,0.00001714197],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938701,0.0003364485,0.0001556514,0.0002370876,0.00001368152,0.0001937333,0.00441696,0.00001100931,0.0007653899],"genre_scores_gemma":[0.996329,0.0003443599,0.0003773838,0.0002065247,0.00001166222,0.0001025732,0.002367301,0.000006633762,0.0002545404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03097966,"threshold_uncertainty_score":0.2247742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5739229242580799,"score_gpt":0.6607910516780952,"score_spread":0.08686812742001526,"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."}}