{"id":"W4308273588","doi":"10.14309/ajg.0000000000002000","title":"Continuing Medical Education Questions: November 2022","year":2022,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Capsule endoscopy; Enteroscopy; Continuing medical education; General surgery; Endoscopy; Medical physics; Medical education; Continuing education; Gastroenterology; 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":[],"consensus_categories":[],"category_scores_codex":[0.005015471,0.001458805,0.001555025,0.003047832,0.002539654,0.005700653,0.001950532,0.02656131,0.2319978],"category_scores_gemma":[0.02986473,0.0007359564,0.001533665,0.002020449,0.0008791504,0.002320638,0.002635597,0.006083285,0.1426364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003851684,"about_ca_system_score_gemma":0.008998622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005442294,"about_ca_topic_score_gemma":0.01769254,"domain_scores_codex":[0.996534,0.0006609701,0.0003240887,0.0002053729,0.001448872,0.0008267818],"domain_scores_gemma":[0.9765769,0.00431437,0.00161368,0.0006114038,0.008497982,0.008385711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006970453,0.0001483405,0.0005537598,0.0001102962,0.0000045666,0.0000475495,0.000008063914,0.0000279914,0.00003519615,0.0001524317,0.9882082,0.01063394],"study_design_scores_gemma":[0.0005876533,0.0002287458,0.01802884,0.001273426,0.00001754234,0.0001684822,0.0001190482,0.0004123108,0.000202724,0.001004272,0.9779089,0.00004822043],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.003493801,0.005821955,0.0006064937,0.5821354,0.1793677,0.002032496,0.01037836,0.0007404247,0.2154232],"genre_scores_gemma":[0.01242936,0.004867946,0.001476732,0.2446106,0.1580467,0.002738481,0.01327271,0.0002974409,0.5622601],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2319978,"threshold_uncertainty_score":0.7761101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007225849175331898,"score_gpt":0.2799373037902741,"score_spread":0.2727114546149422,"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."}}