{"id":"W4414159563","doi":"10.1016/j.cjca.2025.09.004","title":"Heart vs Multi-organ Transplantation in Congenital Heart Disease: Lessons, Limitations, and the Path Forward","year":2025,"lang":"en","type":"letter","venue":"Canadian Journal of Cardiology","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Boniface Hospital","funders":"","keywords":"Path (computing); Heart transplantation; Transplantation; Heart disease; Electrocardiography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.02196173,0.0004907236,0.002031134,0.001232955,0.004153817,0.006477928,0.002255295,0.02942648,0.009333462],"category_scores_gemma":[0.07088612,0.0003987173,0.001167665,0.001461785,0.006663658,0.008227246,0.00297834,0.03988465,0.002296678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01155136,"about_ca_system_score_gemma":0.02124904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0276567,"about_ca_topic_score_gemma":0.08228878,"domain_scores_codex":[0.9886636,0.004838802,0.001480598,0.0007752773,0.003247898,0.0009937818],"domain_scores_gemma":[0.8811868,0.08256803,0.003221994,0.001762651,0.0160729,0.01518763],"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":[0.0001878287,0.0001143113,0.003388659,0.0003221577,0.00004522439,0.001007954,0.0003323409,0.0001410266,0.0001162153,0.01488391,0.9163624,0.06309799],"study_design_scores_gemma":[0.0006018714,0.000249854,0.008391955,0.006649043,0.0001804648,0.004581907,0.003908879,0.001163275,0.0002713591,0.08178432,0.8919702,0.0002468176],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002042224,0.005032972,0.00004512331,0.9886274,0.005324594,0.00000218862,0.00002556231,0.000004406204,0.0007336117],"genre_scores_gemma":[0.009721017,0.01614849,0.000536053,0.8587593,0.1128763,0.00003780546,0.00005890373,0.00002326969,0.001838933],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02942648,"threshold_uncertainty_score":0.1161461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03581074354482481,"score_gpt":0.2972957460090066,"score_spread":0.2614850024641818,"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."}}