{"id":"W4387476280","doi":"10.1016/j.cjcpc.2023.10.001","title":"Global Access to Comprehensive Care for Paediatric and Congenital Heart Disease","year":2023,"lang":"en","type":"article","venue":"CJC Pediatric and Congenital Heart Disease","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Heart disease; Medicine; Workforce; Health care; Disease; Pediatrics; Service delivery framework; Service (business); Economic growth; Business; Cardiology; Internal medicine; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000989272,0.0006454602,0.0008561327,0.0004500916,0.0006571144,0.0002378648,0.0001773699,0.0001270869,0.00004590407],"category_scores_gemma":[0.0006342555,0.0006402165,0.0003089428,0.001986373,0.0002750136,0.0003968411,0.0007466649,0.000171882,0.0002173643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001330484,"about_ca_system_score_gemma":0.0008317897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006879939,"about_ca_topic_score_gemma":0.00005437481,"domain_scores_codex":[0.9964599,0.00007928041,0.0005466549,0.001213127,0.0006252482,0.001075791],"domain_scores_gemma":[0.9942681,0.0003914584,0.00005703263,0.0005422896,0.0009506498,0.003790509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003783053,0.0002010319,0.9462799,0.001726412,0.0001377134,0.0004010904,0.0002653589,0.000003866894,0.00001344235,0.00005160607,0.04264415,0.00449233],"study_design_scores_gemma":[0.003614202,0.0004597458,0.9798827,0.00002917968,0.002300637,0.00003238915,0.001066771,0.0002926436,0.000002041558,0.0004038777,0.01117869,0.0007371428],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9467802,0.0405058,0.0000178694,0.003381947,0.000490541,0.00347725,0.004732257,0.0004485771,0.0001655728],"genre_scores_gemma":[0.9924936,0.0005322048,0.0001132737,0.00358613,0.001508736,0.0008255456,0.0003938759,0.00008584566,0.0004607866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04571342,"threshold_uncertainty_score":0.9996049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0246985636086499,"score_gpt":0.3164734262812448,"score_spread":0.2917748626725949,"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."}}