{"id":"W2117545658","doi":"","title":"Improving on-time surgical starts in an operating room.","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":111,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Multidisciplinary approach; Humanities; Preparedness; Unavailability; Nursing; Management","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018496,0.000108261,0.0001723868,0.0001200444,0.0006205098,0.00004309277,0.0001127742,0.0002308898,0.0003295141],"category_scores_gemma":[0.0005871005,0.0000943125,0.00002112419,0.0001987289,0.00001560644,0.0002684299,0.00003778182,0.0009983827,0.0001086121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008529738,"about_ca_system_score_gemma":0.0002166192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004196154,"about_ca_topic_score_gemma":0.001687451,"domain_scores_codex":[0.9980916,0.0004227234,0.0004656485,0.0002859478,0.0001599815,0.0005740792],"domain_scores_gemma":[0.9989928,0.0002506218,0.00007655288,0.000285688,0.0001384995,0.0002558218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001949973,0.0007784837,0.3463996,0.000215818,0.00001509466,0.0001111267,0.007869562,0.009525193,0.002119736,0.01225194,0.00112404,0.6193944],"study_design_scores_gemma":[0.004297639,0.0002008074,0.6507621,0.0001059014,0.00001184055,0.000009276608,0.001366174,0.327219,0.0002530359,0.0001520252,0.01475792,0.0008642279],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989872,0.000006697124,0.00009961543,0.002089134,0.0006466032,0.001306902,0.000008294329,0.00009589206,0.005874876],"genre_scores_gemma":[0.9924123,0.000002578838,0.003284783,0.0006784943,0.0005321205,0.001605188,0.00004925078,0.00002576494,0.001409505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6185302,"threshold_uncertainty_score":0.4772522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0564437009732812,"score_gpt":0.3742047645384963,"score_spread":0.3177610635652151,"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."}}