{"id":"W2121596598","doi":"","title":"A snapshot of waiting times for cancer surgery provided by surgeons affiliated with regional cancer centres in Ontario.","year":2001,"lang":"en","type":"article","venue":"PubMed","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University Medical Centre","funders":"","keywords":"Medicine; Referral; General surgery; Cancer; Colorectal cancer; Surgery; Family medicine; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0007279534,0.000130067,0.0003333722,0.0001374588,0.000288153,0.000009505314,0.00006368678,0.000138161,0.000555491],"category_scores_gemma":[0.0002293793,0.0001073837,0.00004484142,0.0003399675,0.0000288898,0.0001392385,0.00001388114,0.0002573004,6.43691e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006640625,"about_ca_system_score_gemma":0.001936737,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4275423,"about_ca_topic_score_gemma":0.8185387,"domain_scores_codex":[0.9981313,0.0002049235,0.0005964776,0.0002583689,0.000175058,0.0006339224],"domain_scores_gemma":[0.9984221,0.0006684653,0.0002647727,0.0001346972,0.0003734575,0.0001365057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003370261,0.00008575899,0.9721357,0.0001340692,0.00003120094,0.000001590263,0.001099156,0.00171972,0.00001150659,0.0002185112,0.01874417,0.005481567],"study_design_scores_gemma":[0.001763867,0.00002099473,0.9197341,0.0006180941,0.00003799071,0.000001267147,0.001025439,0.008438354,0.00008710582,0.00003173181,0.06790698,0.0003341453],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854593,0.0003043927,0.000130474,0.01077205,0.0002377297,0.002583075,0.00009931947,0.00003342451,0.0003802021],"genre_scores_gemma":[0.9827005,0.0002726035,0.0003636649,0.0006009474,0.00006303654,0.01179491,0.0004187629,0.00002599601,0.003759617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3909963,"threshold_uncertainty_score":0.6082236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1064412468824966,"score_gpt":0.3549088143663056,"score_spread":0.248467567483809,"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."}}