{"id":"W2175815210","doi":"10.1097/sga.0000000000000127","title":"Gastroenterology Endoscopy Nurses as Important Evaluators of Gastroenterology Fellow Performance","year":2015,"lang":"en","type":"article","venue":"Gastroenterology Nursing","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hepatology; Medicine; Internal medicine; Gastroenterology; General surgery; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003109327,0.0005332616,0.00134202,0.0004046574,0.0003382427,0.000009431651,0.0006788348,0.0004771501,0.001125612],"category_scores_gemma":[0.001480354,0.000487881,0.0002164112,0.0001950246,0.001343109,0.000372482,0.0001987209,0.00156027,0.0003538409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003821118,"about_ca_system_score_gemma":0.0004270017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001615749,"about_ca_topic_score_gemma":0.0001691546,"domain_scores_codex":[0.9910218,0.003161047,0.002031771,0.0008542723,0.0007131588,0.002217919],"domain_scores_gemma":[0.9958867,0.0004656165,0.001288609,0.0009238164,0.0005540189,0.0008811891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01380237,0.0006448401,0.9690681,0.0001498627,0.0001296967,0.00003345662,0.004527921,0.0000309378,0.0008517317,0.0001663955,0.01018235,0.0004123009],"study_design_scores_gemma":[0.04146076,0.0877689,0.7758771,0.003604598,0.00179076,0.001588633,0.05639168,0.004302046,0.001598063,0.003848306,0.02072478,0.00104433],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803484,0.000112338,0.0005944842,0.0104081,0.005318872,0.0009675989,0.00002467377,0.0001600181,0.002065492],"genre_scores_gemma":[0.9919466,0.00008817083,0.002226818,0.004507881,0.0006108375,0.0001522289,0.00006322659,0.00006707304,0.0003371082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.193191,"threshold_uncertainty_score":0.9997875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05669832706969968,"score_gpt":0.4196161488932508,"score_spread":0.3629178218235511,"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."}}