{"id":"W4239938217","doi":"10.5489/cuaj.553","title":"High resolution analysis of wait times and factors affecting surgical expediency","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Kingston General Hospital; McMaster University","funders":"","keywords":"Referral; Medicine; Multivariate analysis; Medical emergency; Emergency medicine; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0008895051,0.0002092786,0.0001628072,0.001347824,0.00048276,0.0005933291,0.0003155016,0.0001771938,0.002514853],"category_scores_gemma":[0.005733067,0.0001126794,0.0002710047,0.001637287,0.0001783126,0.0002833531,0.0003705754,0.0004071585,0.0001760528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002570848,"about_ca_system_score_gemma":0.003909353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.349455,"about_ca_topic_score_gemma":0.4189715,"domain_scores_codex":[0.9994538,0.00007855762,0.00006250325,0.00006479351,0.000204499,0.0001358429],"domain_scores_gemma":[0.9953752,0.001087859,0.001700951,0.0001030291,0.00120206,0.0005310031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001375854,0.00003946721,0.9853579,0.00004549598,0.00003962689,0.00008435617,0.0002464869,0.0009942325,0.0005044706,0.000112541,0.0006382479,0.01179966],"study_design_scores_gemma":[0.000004804892,0.00008772702,0.9939657,0.00001593741,0.00001518677,0.0001311794,0.0004501074,0.004174489,0.0003039623,0.00005914462,0.0007798778,0.00001185292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960705,0.000325052,0.001344968,0.0001594459,0.000006585365,0.00002817033,0.001298723,0.00004109734,0.0007255631],"genre_scores_gemma":[0.9969189,0.0001353761,0.001785728,0.00001764038,0.000005918623,0.00001420543,0.0008081787,0.000005231282,0.0003087778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.349455,"threshold_uncertainty_score":0.694842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03165611884328844,"score_gpt":0.3251187859901267,"score_spread":0.2934626671468382,"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."}}