{"id":"W2788096424","doi":"10.14740/jocmr3350w","title":"Using Time-Driven Activity-Based Costing as a Key Component of the Value Platform: A Pilot Analysis of Colonoscopy, Aortic Valve Replacement and Carpal Tunnel Release Procedures","year":2018,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Activity-based costing; Medicine; Process (computing); Health care; Operations management; Resource (disambiguation); Surgery; Medical emergency; Computer science; Business; Engineering; Accounting","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.005622171,0.0008329712,0.000563772,0.002835131,0.0005105345,0.001339989,0.001148562,0.0005374907,0.001717652],"category_scores_gemma":[0.02960099,0.00040414,0.002420697,0.0032511,0.0007266572,0.001597724,0.001140878,0.001095095,0.0001790189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004995283,"about_ca_system_score_gemma":0.003851302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04896485,"about_ca_topic_score_gemma":0.02263071,"domain_scores_codex":[0.9968035,0.001816921,0.0001771366,0.0002436115,0.0005610884,0.0003976846],"domain_scores_gemma":[0.9658467,0.02499711,0.003070761,0.001222949,0.004000844,0.000861749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00817783,0.007847998,0.6734134,0.001203921,0.001529227,0.001215423,0.002260129,0.1887003,0.002411644,0.006305696,0.002275662,0.1046588],"study_design_scores_gemma":[0.0008172319,0.007724538,0.5254315,0.0001575638,0.0009291244,0.0003626789,0.005434841,0.4498097,0.002540512,0.003747987,0.00289379,0.0001504915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966354,0.00005272488,0.002001877,0.00008043274,0.000004165156,0.0002987601,0.0004096118,0.00001822527,0.0004988606],"genre_scores_gemma":[0.9941897,0.00003926952,0.004774668,0.00001667179,0.000003508392,0.0002253547,0.0005833813,0.0000121524,0.0001552352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04896485,"threshold_uncertainty_score":0.09735972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4381517595943187,"score_gpt":0.6187111117657088,"score_spread":0.1805593521713901,"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."}}