{"id":"W1586340472","doi":"","title":"Monitoring trends in waiting periods in Canada for elective surgery: validation of a method using administrative data.","year":2004,"lang":"en","type":"article","venue":"PubMed","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Referral; Surgical procedures; Waiting list; Proxy (statistics); Elective surgery; General surgery; Medical emergency; Surgery; Family 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00905817,0.0004194917,0.0003295153,0.003699125,0.001434627,0.001149634,0.001363496,0.0003418131,0.0007005198],"category_scores_gemma":[0.05159421,0.0003380626,0.0003953332,0.008216432,0.0006212421,0.0005576055,0.0008048111,0.0007051058,0.0001498496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01500719,"about_ca_system_score_gemma":0.02706482,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9495132,"about_ca_topic_score_gemma":0.9239092,"domain_scores_codex":[0.9945669,0.001275827,0.0006290575,0.0005571886,0.002603692,0.0003672874],"domain_scores_gemma":[0.956719,0.01052923,0.01332816,0.00218088,0.01571946,0.001523147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000096786,0.00003886298,0.9871962,0.00004629172,0.00004807114,0.00001081455,0.0002613805,0.0005881331,0.0001178387,0.00007531953,0.0004108608,0.01110953],"study_design_scores_gemma":[0.00001636895,0.00007415596,0.9937863,0.00001987267,0.00002672289,0.00002154532,0.0002553755,0.004658955,0.0002578,0.0000411056,0.0008311186,0.00001053012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801965,0.0004264244,0.005484687,0.0004584035,0.0000307008,0.0007100999,0.01026039,0.0001223783,0.00231034],"genre_scores_gemma":[0.9822621,0.0002020391,0.01286501,0.00006273875,0.00001710238,0.0002498057,0.003819579,0.0000148035,0.0005068227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0504868,"threshold_uncertainty_score":0.1088853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4473408691208943,"score_gpt":0.5081896363326632,"score_spread":0.06084876721176891,"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."}}