{"id":"W2538818169","doi":"10.1155/2016/6982739","title":"Pilot Validation Study: Canadian Global Rating Scale for Colonoscopy Services","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology and Hepatology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Concordance; Colonoscopy; Cohen's kappa; Inter-rater reliability; Scale (ratio); Kappa; Reliability (semiconductor); Endoscopy; Rating scale; Internal medicine; Statistics; Machine learning; Computer science","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":[0.01789419,0.000606098,0.0006092594,0.001508143,0.001935239,0.001135939,0.00165902,0.0006836219,0.004736713],"category_scores_gemma":[0.02999171,0.0003310242,0.001469712,0.002003538,0.001114,0.0007889622,0.001341423,0.001564961,0.001405821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008585148,"about_ca_system_score_gemma":0.01938798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3205378,"about_ca_topic_score_gemma":0.3813221,"domain_scores_codex":[0.9897509,0.002665812,0.0009105259,0.0009419873,0.004953128,0.0007777119],"domain_scores_gemma":[0.9723488,0.003737281,0.001910284,0.001612177,0.01832923,0.002062208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001605772,0.003719715,0.8106337,0.0009447496,0.0003819788,0.0003238853,0.009868773,0.001061078,0.001963795,0.001295937,0.03721407,0.1309866],"study_design_scores_gemma":[0.0004630821,0.00160722,0.9779904,0.0001496297,0.00008146678,0.000178834,0.001887884,0.001402758,0.0005426689,0.0001288611,0.01550924,0.0000580327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9347767,0.000712382,0.004529885,0.001822346,0.0003420252,0.01965605,0.01196593,0.0001985559,0.02599625],"genre_scores_gemma":[0.9512175,0.0004680832,0.01891412,0.001152753,0.00009205272,0.0152722,0.009202367,0.00008427519,0.003596618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3205378,"threshold_uncertainty_score":0.6373441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01673595889388162,"score_gpt":0.2698541055482305,"score_spread":0.2531181466543489,"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."}}