{"id":"W4323350686","doi":"10.1093/jcag/gwac036.128","title":"A128 GLOBAL TRENDS IN TRAINING AND CREDENTIALING GUIDELINES FOR GASTROINTESTINAL (GI) ENDOSCOPY: A SYSTEMATIC REVIEW","year":2023,"lang":"en","type":"review","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Credentialing; Medicine; Accreditation; Endoscopy; Medical physics; Intubation; General surgery; Medical education; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.0330557,0.001310415,0.006542708,0.02518859,0.0008519422,0.003350804,0.002480065,0.002397485,0.005800362],"category_scores_gemma":[0.1415768,0.00137968,0.00816927,0.02681271,0.001627667,0.004686713,0.002578916,0.001462102,0.0005824499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007084562,"about_ca_system_score_gemma":0.02700954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01251846,"about_ca_topic_score_gemma":0.03834336,"domain_scores_codex":[0.9563758,0.01314323,0.01991017,0.0030547,0.006597085,0.0009190307],"domain_scores_gemma":[0.8498424,0.0920546,0.0372697,0.00228564,0.01733132,0.00121636],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001376723,0.0000160233,0.003653054,0.9641842,0.005611708,0.00007011538,0.0003196386,0.00007799403,0.00009033042,0.0003406318,0.003151922,0.02234672],"study_design_scores_gemma":[0.0002511049,0.0001088174,0.01042116,0.9495285,0.02666571,0.0002280776,0.0004932055,0.00007638177,0.00008340507,0.0002867021,0.01181707,0.00003992312],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004360543,0.9867538,0.0006380923,0.001801353,0.0002877051,0.001811894,0.003580418,0.00002865554,0.0007375737],"genre_scores_gemma":[0.06981689,0.9143206,0.003898539,0.002996062,0.000183442,0.006142114,0.002337258,0.00003008468,0.0002750478],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9934573,"threshold_uncertainty_score":0.1748173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1073284859890432,"score_gpt":0.3855715808324427,"score_spread":0.2782430948433995,"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."}}