{"id":"W7132866791","doi":"","title":"Three Essays on Surgical Services Optimization","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":"","funders":"","keywords":"Overtime; Throughput; Block (permutation group theory); Capital equipment; Capital (architecture); Capital expenditure","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003068957,0.001007419,0.0005437546,0.001082778,0.001106604,0.00286366,0.0009085646,0.001949642,0.01076015],"category_scores_gemma":[0.0105887,0.0003944302,0.001166769,0.001718176,0.003386467,0.003692527,0.00140562,0.005382829,0.002318784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004211566,"about_ca_system_score_gemma":0.003457816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004533944,"about_ca_topic_score_gemma":0.00286695,"domain_scores_codex":[0.9985183,0.0005567253,0.00008688431,0.0002083279,0.0005138419,0.0001158765],"domain_scores_gemma":[0.9938685,0.004388554,0.0002428073,0.0004135273,0.0008373071,0.0002493208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005994793,0.0001060204,0.0003744396,0.0003775833,0.00004470218,0.00004470831,0.0002803349,0.03248962,0.00021323,0.6939726,0.1979664,0.07407043],"study_design_scores_gemma":[0.0000384082,0.00006265594,0.0004756062,0.0007136866,0.00001988908,0.00005991503,0.0003015487,0.01692942,0.0003796647,0.4532639,0.5277106,0.00004475863],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.007671085,0.08439745,0.1998195,0.4493453,0.02672536,0.0001580102,0.0009047712,0.0003171377,0.2306615],"genre_scores_gemma":[0.2841501,0.216668,0.1302544,0.07420412,0.04266612,0.0006293139,0.0009119135,0.0009402261,0.2495759],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01076015,"threshold_uncertainty_score":0.03599632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06639522922785894,"score_gpt":0.4638076123306378,"score_spread":0.3974123831027789,"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."}}