{"id":"W2017838318","doi":"10.1097/mcg.0b013e3181595b6a","title":"Education of Gastroenterology Trainees","year":2008,"lang":"en","type":"article","venue":"Journal of Clinical Gastroenterology","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Parenteral nutrition; Curriculum; Nutrition Education; Family medicine; Gerontology; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.004070089,0.0001412191,0.001180272,0.0002377297,0.00020989,0.000001287586,0.0003660274,0.0003352125,0.0008932176],"category_scores_gemma":[0.002198136,0.0001142992,0.0003477677,0.00007737812,0.0003962307,0.0002417575,0.00008226476,0.001895811,0.00008671373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003622327,"about_ca_system_score_gemma":0.0009804718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003449551,"about_ca_topic_score_gemma":0.0001756355,"domain_scores_codex":[0.9921184,0.003193559,0.003718341,0.0001768271,0.0002680532,0.0005248302],"domain_scores_gemma":[0.9924816,0.001908534,0.004263091,0.000241106,0.0007707184,0.0003349806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006526238,0.0010953,0.9680232,0.0001464065,0.00009887754,0.00002497614,0.0007699585,0.000005856501,0.00003693476,0.0001474025,0.02217246,0.0009523344],"study_design_scores_gemma":[0.003465087,0.008667864,0.9605806,0.0001836479,0.00007849574,0.0004117607,0.0009368922,0.00001157858,0.000002835054,0.0003054526,0.02531589,0.0000398442],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863349,0.0001310892,0.0009958665,0.006459222,0.004090167,0.0002088158,0.000005663253,0.00001039486,0.001763896],"genre_scores_gemma":[0.9821361,0.001392462,0.00434278,0.009669633,0.001915164,0.000006929665,0.000002737236,0.00001501156,0.0005191526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007572564,"threshold_uncertainty_score":0.9780107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1615515897957857,"score_gpt":0.5314732723482126,"score_spread":0.3699216825524269,"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."}}