{"id":"W3027523570","doi":"10.1503/cjs.018018","title":"Waste and recycling among orthopedic subspecialties","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"BP (Canada)","funders":"University of Calgary","keywords":"Medicine; Orthopedic surgery; Medical physics; Waste management; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001020016,0.0003024043,0.0002831352,0.002147162,0.0005975221,0.0008125969,0.0004761408,0.0003813421,0.001847453],"category_scores_gemma":[0.005202804,0.0001486375,0.0003265354,0.002216435,0.0007655209,0.0003499635,0.001008698,0.0003323612,0.0001650677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001754214,"about_ca_system_score_gemma":0.002128004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01262999,"about_ca_topic_score_gemma":0.02615767,"domain_scores_codex":[0.9985448,0.0001815822,0.0001740359,0.000159262,0.0006994155,0.0002408771],"domain_scores_gemma":[0.9952478,0.0007623892,0.002840013,0.0001033509,0.0006824523,0.0003639732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000863348,0.00005680163,0.9888609,0.00006901215,0.00002427809,0.0003076078,0.0003079923,0.0001541392,0.0007581384,0.0000288192,0.00007463344,0.009271295],"study_design_scores_gemma":[0.000002258052,0.0002496049,0.9966745,0.00003773141,0.00001301662,0.0008199268,0.0009451327,0.0001412984,0.0006407798,0.00004396709,0.0004261498,0.000005531445],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99878,0.0005490864,0.0001161549,0.00004722448,0.000003084564,0.0000127817,0.00007573227,0.000002695985,0.0004132892],"genre_scores_gemma":[0.9984952,0.0005766096,0.0004208008,0.0000345417,0.000008054591,0.000009856483,0.0002222037,0.000002659724,0.0002299575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01262999,"threshold_uncertainty_score":0.02511293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.075769488165559,"score_gpt":0.236795847821629,"score_spread":0.16102635965607,"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."}}