{"id":"W4311127674","doi":"10.1007/s00246-022-03070-0","title":"Applying Practice Analysis to Develop a New Test Content Outline for the Pediatric Cardiology Certification Examination","year":2022,"lang":"en","type":"article","venue":"Pediatric Cardiology","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Subspecialty; Certification; Medicine; Test (biology); Medical education; Specialty; Board certification; Work (physics); Family medicine; Residency training; Continuing education; Management","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":[0.01247019,0.00069686,0.0005952655,0.006121762,0.001472021,0.003188031,0.001413777,0.0009444261,0.003662567],"category_scores_gemma":[0.05881001,0.000439696,0.0008641734,0.002056014,0.0005996398,0.0021656,0.002454397,0.001523789,0.001856829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004645357,"about_ca_system_score_gemma":0.01268477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00761311,"about_ca_topic_score_gemma":0.01820123,"domain_scores_codex":[0.990793,0.003127516,0.00158012,0.0005951099,0.003504685,0.0003995135],"domain_scores_gemma":[0.952142,0.01738394,0.004066402,0.002108909,0.02260232,0.001696466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001741421,0.001521711,0.116405,0.0007146363,0.00007677465,0.0005240029,0.007153506,0.007083414,0.006897845,0.01103547,0.03052458,0.8178889],"study_design_scores_gemma":[0.0004179462,0.003316435,0.3608825,0.004111732,0.0005525779,0.002815317,0.03186654,0.2302253,0.03770556,0.04387568,0.283742,0.000488502],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2776964,0.0005157698,0.6387366,0.01263588,0.000578742,0.0124864,0.002352839,0.006138347,0.04885907],"genre_scores_gemma":[0.1447431,0.0002471589,0.8465984,0.0003423009,0.00006127362,0.002338257,0.001385137,0.0001922058,0.004092053],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01247019,"threshold_uncertainty_score":0.06594944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07089311089259225,"score_gpt":0.3211422622913265,"score_spread":0.2502491513987343,"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."}}