{"id":"W4408393001","doi":"10.1016/j.cjcpc.2025.03.001","title":"A National Survey of Cardiologists on Scope of Practice, Knowledge Gaps, and Educational Priorities in Adult Congenital Heart Disease Care in Canada","year":2025,"lang":"en","type":"article","venue":"CJC Pediatric and Congenital Heart Disease","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of British Columbia; St. Paul's Hospital; McMaster University; St. Boniface Hospital; University of Ottawa; University of Manitoba; Western University","funders":"Western University","keywords":"Scope (computer science); Heart disease; Medicine; Scope of practice; Medical emergency; Nursing; Business; Political science; Health care; Cardiology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00137245,0.0001525832,0.0002759329,0.001551806,0.001490005,0.0009041206,0.0008168229,0.000445515,0.001887904],"category_scores_gemma":[0.00527533,0.0002516518,0.0002526356,0.003311802,0.0005170366,0.0004561672,0.0008170039,0.0006193604,0.0002286261],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01537117,"about_ca_system_score_gemma":0.02425402,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9762264,"about_ca_topic_score_gemma":0.9852585,"domain_scores_codex":[0.9979371,0.0001318146,0.0001972788,0.0001858994,0.00108408,0.000463911],"domain_scores_gemma":[0.9926772,0.000569068,0.001587049,0.00008959814,0.002744815,0.002332248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002853888,0.00003734089,0.9908202,0.00009301566,0.00001726302,0.00007558319,0.001946609,0.00003441514,0.0001067124,0.00003859477,0.002498813,0.00430284],"study_design_scores_gemma":[0.000003741793,0.00001421281,0.9971111,0.00004584748,0.000004101822,0.00003310718,0.001903543,0.00007137463,0.00001386028,0.000006108225,0.000788941,0.000004090482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838108,0.000980027,0.00007016228,0.001393547,0.0000176082,0.0001105457,0.007400651,0.00001175394,0.006204985],"genre_scores_gemma":[0.9965463,0.0006520602,0.0001716064,0.000345299,0.000006907638,0.00003659242,0.001627229,0.000002842238,0.0006111643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9846289,"threshold_uncertainty_score":0.1115262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01327067280241528,"score_gpt":0.303515075420735,"score_spread":0.2902444026183197,"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."}}