{"id":"W7161968086","doi":"10.82308/24369","title":"Analytical approaches to surgical unit management","year":2017,"lang":"en","type":"dissertation","venue":"","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unit (ring theory); Reimbursement; Surgical procedures; Health care; Surgical robot; Scheduling (production processes); Service (business)","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":[0.005940979,0.001825615,0.001606553,0.003780408,0.001590957,0.005358435,0.003727155,0.002685335,0.009978312],"category_scores_gemma":[0.0148891,0.001115775,0.001978023,0.003860262,0.002870656,0.00279418,0.002696225,0.002388145,0.0008046044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008349167,"about_ca_system_score_gemma":0.007058838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01508538,"about_ca_topic_score_gemma":0.01084789,"domain_scores_codex":[0.995999,0.002171015,0.0001460509,0.000434495,0.0007313934,0.0005180982],"domain_scores_gemma":[0.9917325,0.005993227,0.0007916116,0.0002345314,0.0009438831,0.0003042353],"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":[0.00001836689,0.00008375095,0.0008470244,0.0001933504,0.00008194635,0.0001089877,0.0002236144,0.617753,0.0001170746,0.3612539,0.004462147,0.01485675],"study_design_scores_gemma":[0.0000110753,0.00002643028,0.00024315,0.00009086877,0.00002122846,0.00002521273,0.0003134801,0.7227337,0.00007972452,0.2691632,0.007269558,0.00002245253],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0120414,0.004447214,0.9177893,0.005291963,0.0004523172,0.00042165,0.0005770337,0.0002094071,0.05876971],"genre_scores_gemma":[0.6145304,0.01107083,0.3461517,0.0009753222,0.001469364,0.001341405,0.001047589,0.0002301727,0.02318324],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01508538,"threshold_uncertainty_score":0.06057769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4427794924395969,"score_gpt":0.5084129843872562,"score_spread":0.06563349194765938,"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."}}