{"id":"W4410718293","doi":"10.1093/jpids/piaf048","title":"Improving Preparatory Materials for the Pediatric Infectious Diseases Initial Certifying Exam: A Targeted Needs Assessment","year":2025,"lang":"en","type":"article","venue":"Journal of the Pediatric Infectious Diseases Society","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Medical physics; Intensive care medicine","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":[0.01007802,0.0002317456,0.0003534499,0.001928309,0.001262969,0.0009022756,0.0007216473,0.0006390215,0.005665622],"category_scores_gemma":[0.0231571,0.0002898901,0.0004950367,0.00117754,0.0002752445,0.0009170452,0.001526421,0.0009667165,0.0009333689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001617974,"about_ca_system_score_gemma":0.007146817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004071023,"about_ca_topic_score_gemma":0.0101431,"domain_scores_codex":[0.9963703,0.001175772,0.0004709521,0.0001528149,0.00103791,0.0007922855],"domain_scores_gemma":[0.9803264,0.004348483,0.005035509,0.0004742992,0.004331751,0.005483408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001600258,0.003048398,0.8295598,0.0005441846,0.00003729517,0.0003611989,0.00369147,0.0003597233,0.001275087,0.0002269237,0.01462098,0.1461149],"study_design_scores_gemma":[0.00004429784,0.001233225,0.9801736,0.0001910735,0.00001935226,0.0003517783,0.005557413,0.0007239045,0.0007020234,0.00008945047,0.01089022,0.00002362468],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847417,0.0003610124,0.0008219766,0.004956595,0.00006197103,0.001093356,0.0007484952,0.00008851275,0.007126427],"genre_scores_gemma":[0.9831489,0.0007483814,0.01003601,0.001658425,0.0000812037,0.001283435,0.001015484,0.00002032993,0.002007739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01007802,"threshold_uncertainty_score":0.05329835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01103841593091692,"score_gpt":0.3254019813420168,"score_spread":0.3143635654110998,"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."}}