{"id":"W4306795328","doi":"10.1093/icvts/ivac250","title":"Becoming a congenital heart surgeon: the long and challenging road","year":2022,"lang":"en","type":"article","venue":"Interactive Cardiovascular and Thoracic Surgery","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Mentorship; General surgery; Surgery; 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":[0.01256222,0.0005145347,0.0008363277,0.001459059,0.01565091,0.0134161,0.001767784,0.007531532,0.02330187],"category_scores_gemma":[0.02779325,0.0004522167,0.0004594394,0.0009742513,0.009146378,0.01472071,0.01311977,0.01970455,0.005766971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004046784,"about_ca_system_score_gemma":0.0158746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0047945,"about_ca_topic_score_gemma":0.01261962,"domain_scores_codex":[0.9911907,0.0031671,0.0003865011,0.0007185579,0.003257461,0.001279817],"domain_scores_gemma":[0.9463743,0.01229916,0.001929601,0.001033677,0.005969171,0.03239411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009767995,0.0007833972,0.01025196,0.001688181,0.00005234727,0.003802328,0.04161101,0.0001533934,0.001078981,0.05809853,0.5468053,0.3355769],"study_design_scores_gemma":[0.00002072689,0.0006349608,0.01717669,0.005091846,0.00002612634,0.007045569,0.132406,0.0001455209,0.0001744544,0.04656632,0.7905446,0.0001672625],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0182135,0.04701912,0.001473474,0.8925975,0.016215,0.00008661289,0.00009002641,0.0001068071,0.024198],"genre_scores_gemma":[0.3445678,0.1870003,0.01881936,0.369174,0.03883406,0.0006272472,0.0003967934,0.0003355869,0.04024478],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02330187,"threshold_uncertainty_score":0.0779525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03218301749530442,"score_gpt":0.2962769532254697,"score_spread":0.2640939357301652,"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."}}