{"id":"W7132903977","doi":"","title":"Predicting Duration of Surgery to Schedule Elective Orthopaedic Surgery","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Duration (music); Schedule; Scheduling (production processes); Overtime; Orthopedic surgery; Reduction (mathematics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0007082188,0.0005527246,0.0003036263,0.000377814,0.0001685876,0.0005057684,0.0003369184,0.0003199034,0.00184571],"category_scores_gemma":[0.002644266,0.0002758695,0.0003529894,0.0002669671,0.0001129348,0.0004513126,0.0002650117,0.0006038518,0.0002825029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000953133,"about_ca_system_score_gemma":0.001848796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009416609,"about_ca_topic_score_gemma":0.01269713,"domain_scores_codex":[0.9998093,0.00005329122,0.00001161718,0.00005262889,0.00004774043,0.0000254402],"domain_scores_gemma":[0.9990566,0.0005053659,0.0001931056,0.00003356904,0.0001588699,0.00005254926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001883515,0.0001883747,0.01402344,0.00005294091,0.00003624356,0.00001377312,0.00002831262,0.9379784,0.001827975,0.0004387683,0.00077176,0.04445167],"study_design_scores_gemma":[0.00001099423,0.0001490506,0.005318053,0.000006885031,0.00001110261,0.000006486815,0.00001719472,0.9924195,0.001417556,0.000363935,0.0002742458,0.00000489362],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8367866,0.0003446849,0.1560943,0.000699394,0.00005022775,0.0001623354,0.0009566231,0.0004095878,0.0044963],"genre_scores_gemma":[0.9617604,0.0001310266,0.0347811,0.00004691471,0.00001918695,0.00007100427,0.0007022565,0.00003089682,0.002457229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009416609,"threshold_uncertainty_score":0.01872361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1023988226532438,"score_gpt":0.4527901172489173,"score_spread":0.3503912945956735,"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."}}