{"id":"W2136194744","doi":"10.1155/2013/165804","title":"The Endoscopy Global Rating Scale – Canada: Development And Implementation of a Quality Improvement Tool","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Association of Gastroenterology; University of Alberta; McGill University; University of Calgary; Credit Valley Hospital; Dalhousie University","funders":"","keywords":"Medicine; Endoscopy; Quality (philosophy); Scale (ratio); Health care; Quality management; Rating scale; Service (business); Medical physics; Nursing; Medical education; Medical emergency; Surgery; Psychology; Business; Marketing; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002844361,0.00006386088,0.0001713643,0.00003814966,0.00010931,0.00001513422,0.00004997194,0.00002015027,0.00003609526],"category_scores_gemma":[0.00003725457,0.0000474589,0.00002765771,0.00004348673,0.0000548027,0.00004170236,0.000009726535,0.00009107502,1.98967e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004925923,"about_ca_system_score_gemma":0.001972964,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6854326,"about_ca_topic_score_gemma":0.9900106,"domain_scores_codex":[0.9991082,0.00004712844,0.0004267912,0.00006861635,0.0001257947,0.0002234509],"domain_scores_gemma":[0.9992229,0.00002205417,0.0002599052,0.00006202488,0.000201173,0.0002319941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008748554,0.000005979757,0.9205749,0.00002829762,0.00009834766,0.00001051933,0.0002505396,0.000003444029,0.001164775,0.00002015782,0.001256723,0.07571147],"study_design_scores_gemma":[0.001351641,0.00374629,0.9881186,0.0000257648,0.0000265903,0.0002446491,0.001694716,0.0000149105,0.003157018,0.00002384047,0.001563833,0.00003214353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969442,0.00009910626,0.0003528637,0.002174448,0.0002243762,0.0001552743,0.000007675694,0.00000126066,0.00004080182],"genre_scores_gemma":[0.9984435,0.000004782176,0.0009677527,0.0005117577,0.00004816995,0.000008436772,0.000001625803,0.000003001782,0.00001090881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3045779,"threshold_uncertainty_score":0.3499953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01059087124793062,"score_gpt":0.2664817146866361,"score_spread":0.2558908434387055,"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."}}