{"id":"W4391873645","doi":"10.1093/jcag/gwad061.097","title":"A97 INTERNAL MEDICINE RESIDENT AND STAFF PERCEPTIONS OF GASTROENTEROLOGY ROTATION","year":2024,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Perception; Medicine; Rotation (mathematics); Internal medicine; Medical education; Gastroenterology; Psychology; Computer science; Neuroscience; Artificial intelligence","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":[0.002626879,0.0001499093,0.0001767788,0.0003513217,0.0009205324,0.001032501,0.0002870623,0.0003441827,0.004151634],"category_scores_gemma":[0.01030091,0.0002206998,0.0002709611,0.000287258,0.000493036,0.0005637396,0.001042675,0.0005268182,0.0004501913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001075327,"about_ca_system_score_gemma":0.001614485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007601181,"about_ca_topic_score_gemma":0.008917066,"domain_scores_codex":[0.9980471,0.0007010879,0.0001837293,0.0001191985,0.0005481056,0.0004007683],"domain_scores_gemma":[0.9898475,0.001961931,0.003202756,0.0001848067,0.001527702,0.003275312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001704532,0.0001973187,0.9679087,0.00008310768,0.00002877858,0.0002012604,0.01542127,0.00008701201,0.0006918976,0.00007019631,0.002031678,0.01310836],"study_design_scores_gemma":[0.000009783723,0.0005783878,0.9459665,0.00007348178,0.0000125258,0.000357272,0.0500877,0.0001993504,0.0002462201,0.00003974844,0.002410178,0.00001883184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998588,0.00007980251,0.00003945315,0.0003300254,0.00001541931,0.00000573354,0.00003541319,0.000003304023,0.0009027398],"genre_scores_gemma":[0.9994076,0.00008216607,0.00006074032,0.0001575819,0.00001289941,0.000006328497,0.00002580553,0.000001486379,0.0002453791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007601181,"threshold_uncertainty_score":0.01511383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007980482733083433,"score_gpt":0.2827178673565042,"score_spread":0.2747373846234208,"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."}}