{"id":"W4399529266","doi":"10.1136/bmjoq-2024-002759","title":"Implementation and evaluation of a national quality improvement initiative in cancer surgery","year":2024,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Island Health; University of British Columbia; Vancouver Coastal Health; Memorial University of Newfoundland; University of Calgary; CancerCare Manitoba; Hamilton Health Sciences; University of Ottawa; Canadian Partnership Against Cancer; Ottawa Hospital","funders":"","keywords":"General partnership; Medicine; Audit; Jurisdiction; Quality management; Medical education; Focus group; Process management; Political science; Business; Operations management; Engineering","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":[0.01303608,0.00007458134,0.0002691288,0.00008823258,0.00002598026,0.00004367701,0.00004896358,0.00003526952,0.0004114587],"category_scores_gemma":[0.0004961755,0.00006752914,0.00004211795,0.0002542953,0.00003414735,0.000342125,0.0000753745,0.00007747755,0.000002098011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004694121,"about_ca_system_score_gemma":0.001595273,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02029455,"about_ca_topic_score_gemma":0.007319925,"domain_scores_codex":[0.9976626,0.0003852317,0.000653587,0.0002373789,0.0009484868,0.0001126959],"domain_scores_gemma":[0.9989147,0.0002873441,0.0001958334,0.00009960698,0.0004611024,0.0000414239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004890184,0.0001079224,0.4443986,0.0006490549,0.0001217921,0.000004389481,0.002620013,0.00002173729,0.00200798,0.005986621,0.002440996,0.5411519],"study_design_scores_gemma":[0.001142781,0.00005820781,0.9870811,0.0004203748,0.00004552021,0.000002181703,0.003883542,0.0005628041,0.002432084,0.004070349,0.0001907385,0.0001103085],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927881,0.0005000543,0.00005744614,0.001997832,0.0001019252,0.001786623,0.0001093851,0.000008447838,0.002650159],"genre_scores_gemma":[0.9984354,0.00003707031,0.0001204671,0.0006559664,0.00005914318,0.0005926274,0.00007494907,0.000004623606,0.00001973412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5426825,"threshold_uncertainty_score":0.9862294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6973585105274269,"score_gpt":0.6611171009766298,"score_spread":0.03624140955079713,"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."}}