{"id":"W2536713230","doi":"10.1093/jpids/piw062","title":"Trainee Needs in Pediatric Transplant Infectious Diseases Education","year":2016,"lang":"en","type":"article","venue":"Journal of the Pediatric Infectious Diseases Society","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"Pediatric Infectious Diseases Society; American Society of Transplantation","keywords":"Medicine; Curriculum; Transplantation; Family medicine; Medical education; Surgery; Psychology; Pedagogy","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":[0.007198449,0.0001220487,0.0001643822,0.000648035,0.0007634207,0.0009890547,0.0005919509,0.0006712721,0.005544564],"category_scores_gemma":[0.03079772,0.0001669004,0.0002159879,0.0004547113,0.000390388,0.001229472,0.002253814,0.0009783789,0.0003224657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001279276,"about_ca_system_score_gemma":0.006144801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004442209,"about_ca_topic_score_gemma":0.005325174,"domain_scores_codex":[0.9963629,0.001309274,0.0003056083,0.0001624645,0.0009247505,0.0009349769],"domain_scores_gemma":[0.9798513,0.006675177,0.003843301,0.0002618222,0.002199623,0.00716883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008470427,0.0005593543,0.8703362,0.0007107281,0.0000271255,0.0006812364,0.0123949,0.0004745504,0.0005989126,0.0004041984,0.008826943,0.1049013],"study_design_scores_gemma":[0.0000276481,0.0008553725,0.9354687,0.0009622207,0.00002766163,0.001851397,0.03537644,0.001325781,0.0007216669,0.0005917336,0.02275421,0.00003730545],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757485,0.000976296,0.000862585,0.01642881,0.0001160625,0.0001056601,0.000234056,0.00005484979,0.00547323],"genre_scores_gemma":[0.9955239,0.0009059866,0.001395645,0.001318634,0.00006128899,0.0001104548,0.0001651073,0.000006508869,0.0005125392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007198449,"threshold_uncertainty_score":0.03806949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003528747311322656,"score_gpt":0.2061218459901143,"score_spread":0.2025930986787916,"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."}}