{"id":"W4411920768","doi":"10.21203/rs.3.rs-6942966/v1","title":"What Makes An Effective Chief of Pediatric Cardiology: Insights From Chiefs of Programs Globally","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital; Hospital for Sick Children","funders":"RWTH Aachen University; Rigshospitalet; University Hospital Southampton NHS Foundation Trust","keywords":"Cardiology; Internal medicine; Medicine; Political science; Business; Medical education","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":[0.01446189,0.0004182369,0.0005543254,0.002052752,0.01295939,0.01452386,0.002482076,0.00400489,0.01099283],"category_scores_gemma":[0.03954825,0.0004749629,0.0003267312,0.002473956,0.009958937,0.01116716,0.008738042,0.006449893,0.001280333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00817731,"about_ca_system_score_gemma":0.02999265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01844978,"about_ca_topic_score_gemma":0.0436596,"domain_scores_codex":[0.9815944,0.008416319,0.0003245586,0.00111081,0.002362229,0.006191594],"domain_scores_gemma":[0.9128481,0.0177852,0.005035944,0.001198056,0.008229299,0.05490348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003152261,0.001010392,0.2357747,0.0005838439,0.0001266647,0.002638014,0.3632851,0.0004215211,0.0009859956,0.08701325,0.1622707,0.1455746],"study_design_scores_gemma":[0.00006521608,0.0002203807,0.08142541,0.0008293723,0.00005460686,0.0004942376,0.7768614,0.0002949202,0.0004024498,0.02834293,0.1109394,0.00006955589],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4159357,0.003494586,0.001266551,0.4714134,0.001583974,0.0000748841,0.0002296143,0.00004838096,0.1059529],"genre_scores_gemma":[0.9660519,0.001579334,0.0007455155,0.02470978,0.0005878164,0.0000335262,0.00007624859,0.00009267173,0.006123195],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01844978,"threshold_uncertainty_score":0.07648271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06167917110306548,"score_gpt":0.4109236168785103,"score_spread":0.3492444457754448,"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."}}