{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003056584,0.00007174477,0.0002622685,0.0001641952,0.00006372304,0.00001920131,0.00002916522,0.00003848961,0.000149806],"category_scores_gemma":[0.000139817,0.00006438945,0.000077628,0.0001065816,0.00007881784,0.0000949169,0.0000085492,0.0001841684,0.000006103197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007384476,"about_ca_system_score_gemma":0.0003516697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001007091,"about_ca_topic_score_gemma":0.001826516,"domain_scores_codex":[0.9992267,0.00002782332,0.0003296414,0.00008098759,0.0001323687,0.0002024178],"domain_scores_gemma":[0.9984661,0.00005297887,0.0001082101,0.00005701325,0.0000236317,0.001292025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003187394,0.000004051533,0.9220634,0.0001352384,0.00004766976,0.00209311,0.0006795094,0.00001108734,0.00002668364,0.00001084165,0.01500173,0.05989479],"study_design_scores_gemma":[0.0005301289,0.0002213388,0.7791896,0.0006066157,0.0001242881,0.0003545099,0.006290738,0.00007526256,0.000166557,0.00002742725,0.2122041,0.0002094788],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843162,0.001554969,0.00001949251,0.01233796,0.0002673213,0.00005779665,0.000002271719,0.00000300241,0.001440999],"genre_scores_gemma":[0.9951311,0.0006012645,0.00005946503,0.003291732,0.0007265437,4.24561e-7,0.000001954322,0.0000126928,0.000174831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1972024,"threshold_uncertainty_score":0.2625726,"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."}}