{"id":"W2623071993","doi":"10.1177/0840470417700162","title":"Wait times in Canada","year":2017,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Waiting list; Health care; Elective surgery; Business; Medicine; Medical emergency; Operations management; Political science; Surgery; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006013654,0.0001534259,0.0002490344,0.0001217822,0.002718741,0.00003920305,0.0003820627,0.0001059802,0.0004583262],"category_scores_gemma":[0.00008764413,0.0001489883,0.00002712696,0.0001107354,0.00002169488,0.0002032552,0.0002460319,0.0004612273,0.0001466283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001311088,"about_ca_system_score_gemma":0.00178693,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9626436,"about_ca_topic_score_gemma":0.9953153,"domain_scores_codex":[0.9976265,0.0002519034,0.0006263591,0.0003428776,0.0002982444,0.0008541598],"domain_scores_gemma":[0.9984679,0.00006486355,0.0002561084,0.0008794027,0.0001307241,0.0002010572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002998887,0.00002465511,0.7608918,0.0007069119,0.00001647728,0.00007098444,0.000402166,0.0001988211,4.116465e-7,0.168311,0.03141449,0.03793236],"study_design_scores_gemma":[0.001628862,0.00005628237,0.7304435,0.0007824704,0.00001096068,0.000001100611,0.01446033,0.01338476,0.000002367559,0.002269327,0.2365378,0.0004223082],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2161719,0.0004759962,0.001228697,0.4914291,0.005673387,0.005681848,0.0001011729,0.0001973343,0.2790406],"genre_scores_gemma":[0.9818338,0.0003453529,0.001787339,0.007661897,0.0001024763,0.0002829692,0.00005297377,0.00002799963,0.007905236],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7656619,"threshold_uncertainty_score":0.9985796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04883915037544024,"score_gpt":0.3947935139941037,"score_spread":0.3459543636186635,"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."}}