{"id":"W2930316411","doi":"10.1016/j.injury.2019.03.038","title":"Patient-level resource use for injury admissions in Canada: A multicentre retrospective cohort study","year":2019,"lang":"en","type":"article","venue":"Injury","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Institute for Work & Health; University of Toronto; The Quebec Population Health Research Network; University of Calgary; Université de Montréal; Institut National d'Excellence en Santé et en Services Sociaux; Université Laval; Hôpital de l'Enfant-Jésus","funders":"Canadian Institutes of Health Research","keywords":"Retrospective cohort study; Medicine; Resource use; Emergency medicine; Cohort; Medical emergency; Internal medicine; Environmental science; Environmental resource management","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":[0.001039527,0.0007907685,0.001136872,0.002810105,0.004016919,0.003429888,0.002494522,0.001479048,0.003057542],"category_scores_gemma":[0.004434161,0.00113948,0.001943613,0.01124518,0.001227414,0.001419248,0.002408811,0.001989385,0.0004374716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02736845,"about_ca_system_score_gemma":0.03407618,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9770546,"about_ca_topic_score_gemma":0.9814113,"domain_scores_codex":[0.9974025,0.0002368673,0.0002594952,0.0004764554,0.0005731837,0.001051455],"domain_scores_gemma":[0.9936459,0.0003477017,0.001798686,0.0003317242,0.002244122,0.001631885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007712348,0.00004587776,0.9983007,0.00001817524,0.0001246673,0.00008484384,0.0003144662,0.00004296931,0.00003960855,0.00004360491,0.0004512516,0.000456788],"study_design_scores_gemma":[0.00001178169,0.00003171895,0.9977354,0.00002943975,0.0000564641,0.00009898952,0.001495435,0.0001814549,0.00001796191,0.00001793713,0.0003043331,0.00001907282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920698,0.0005101757,0.00008552273,0.0002542664,0.0000176761,0.00007244063,0.006201323,0.00001131017,0.000777539],"genre_scores_gemma":[0.9958046,0.0004226407,0.0001526665,0.000182441,0.00001219463,0.00003880357,0.002900135,0.000009708548,0.0004767567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02736845,"threshold_uncertainty_score":0.198573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02375952031700704,"score_gpt":0.2854289590065479,"score_spread":0.2616694386895408,"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."}}