{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001099575,0.0001856662,0.0004407379,0.0001041945,0.00007828746,0.000006934835,0.0000700029,0.00005308914,0.0002043221],"category_scores_gemma":[0.0005849437,0.0001575763,0.00007557325,0.0002300701,0.00001510887,0.00006985442,0.00007133905,0.0002205929,0.0000144087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008788869,"about_ca_system_score_gemma":0.0007522809,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4411065,"about_ca_topic_score_gemma":0.6368405,"domain_scores_codex":[0.9984723,0.00004367806,0.0003568988,0.00039883,0.0003686889,0.0003595619],"domain_scores_gemma":[0.9990837,0.00008975302,0.00007361873,0.0003787375,0.0001844389,0.0001897605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007465578,0.0002782301,0.9606073,0.00002326506,0.0001321139,0.0000266306,0.001636929,0.000001911058,0.0002256869,0.000009816934,0.03183528,0.004476228],"study_design_scores_gemma":[0.001210307,0.0007691561,0.9678467,0.00008523341,0.00008795287,0.000001313011,0.00697293,0.00002888342,0.000156409,0.000006490446,0.02266251,0.0001721171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994583,0.00007836974,0.00000165833,0.0002977811,0.0005471967,0.00267057,0.000356538,0.00003281193,0.001432094],"genre_scores_gemma":[0.9978982,0.00001528687,0.0001114943,0.0004168002,0.00006320046,0.0001565303,0.00002750406,0.00002976945,0.001281253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.195734,"threshold_uncertainty_score":0.6425776,"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."}}