{"id":"W2117409752","doi":"10.1186/1749-7922-9-21","title":"Allocating operating room resources to an acute care surgery service does not affect wait-times for elective cancer surgeries: a retrospective cohort study","year":2014,"lang":"en","type":"article","venue":"World Journal of Emergency Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria Hospital; London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Affect (linguistics); Retrospective cohort study; Service (business); Cancer; Cancer surgery; Medical emergency; Cohort; Emergency medicine; Surgery; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001567445,0.0003263334,0.0004195903,0.0008761395,0.0005874251,0.0009364577,0.0006210074,0.0005345749,0.002110951],"category_scores_gemma":[0.005183319,0.0005298384,0.0008708261,0.001608512,0.0004275075,0.0009141614,0.0005080732,0.0007609621,0.0003041168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004590085,"about_ca_system_score_gemma":0.0007088759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005749803,"about_ca_topic_score_gemma":0.007796145,"domain_scores_codex":[0.9987459,0.0001965808,0.0002036176,0.0003725051,0.0002462679,0.0002352189],"domain_scores_gemma":[0.9944971,0.001011451,0.002875767,0.000567692,0.0003257697,0.0007222403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009412155,0.00001857998,0.9994777,0.000004185868,0.00003791957,0.00003343749,0.0000428688,0.00001043526,0.00005280465,0.000006483322,0.000037119,0.0001844117],"study_design_scores_gemma":[0.00001215026,0.0002360915,0.9987034,0.000007551318,0.00005381391,0.000362849,0.0003080899,0.000130931,0.00004492493,0.00001233286,0.0001222367,0.000005682995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993958,0.0001163303,0.00006241253,0.00001409327,0.000005131979,0.00000968889,0.0002636182,0.000001446622,0.0001314092],"genre_scores_gemma":[0.9995188,0.00006268036,0.00006159588,0.00001441916,0.00000800108,0.00001090494,0.0002694113,0.000002651906,0.00005163095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005749803,"threshold_uncertainty_score":0.01143265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02760142230539442,"score_gpt":0.3288526136273105,"score_spread":0.3012511913219161,"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."}}