{"id":"W4297493847","doi":"10.1503/cjs.005820","title":"Access to orthopedic specialist service in Ontario via eConsult","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Referral; Orthopedic surgery; Primary care; Service (business); Public health; Family medicine; Medical emergency; Emergency medicine; Nursing; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001367714,0.0001690356,0.0002147153,0.001225776,0.001788539,0.001102652,0.0007587806,0.0003038635,0.005407136],"category_scores_gemma":[0.007019024,0.0002131784,0.0002256191,0.003638216,0.0008112824,0.0004422594,0.0009575873,0.0003012455,0.0002382437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03500374,"about_ca_system_score_gemma":0.08551998,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9798925,"about_ca_topic_score_gemma":0.9926237,"domain_scores_codex":[0.9979096,0.0002632167,0.0001715811,0.0001238555,0.001011641,0.0005201757],"domain_scores_gemma":[0.9866828,0.001915051,0.003447059,0.0002101507,0.005454984,0.002290085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004351145,0.0001942691,0.8436086,0.002464572,0.0001051798,0.0008714626,0.00545246,0.0004222099,0.001018358,0.0007148327,0.01604323,0.1286698],"study_design_scores_gemma":[0.00005658134,0.0001398148,0.981093,0.0003520809,0.00004414606,0.0001573765,0.003043568,0.0003311441,0.0001578274,0.00003753494,0.01457121,0.00001575242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9556245,0.006871747,0.0002571681,0.005485091,0.00004054982,0.0004224337,0.006425363,0.00007575162,0.02479754],"genre_scores_gemma":[0.9899321,0.003349015,0.0005645637,0.0008675457,0.00002927668,0.0001186849,0.001298553,0.000009837164,0.003830515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03500374,"threshold_uncertainty_score":0.2539711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0707189673884222,"score_gpt":0.2448490286362883,"score_spread":0.1741300612478661,"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."}}