{"id":"W4414382631","doi":"10.1016/j.jacadv.2025.102202","title":"Reply","year":2025,"lang":"en","type":"letter","venue":"JACC Advances","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003440597,0.0002459357,0.0005085036,0.0001392763,0.00007425357,0.00001312324,0.00009234923,0.0001756154,0.0002677077],"category_scores_gemma":[0.0002139988,0.0002042201,0.0002053184,0.0001693507,0.0000944935,0.00007380274,0.00009857554,0.0007997478,0.0001989561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006977919,"about_ca_system_score_gemma":0.0001615363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001086835,"about_ca_topic_score_gemma":0.000004721239,"domain_scores_codex":[0.9987289,0.00002155646,0.0002300907,0.0004219003,0.0003062548,0.000291303],"domain_scores_gemma":[0.9991113,0.0001763993,0.00005215242,0.0004876,0.0001262521,0.00004632227],"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":[0.00003492226,0.00001340879,0.00049753,0.0008749951,0.0001085251,0.0008260072,0.0000178943,2.536061e-8,0.000001718765,0.000002322819,0.9385643,0.05905837],"study_design_scores_gemma":[0.0002723114,0.00006366966,0.0004215743,0.0005176248,0.0002563778,0.00002154579,0.00002908803,0.000001978411,0.00002580033,0.000589694,0.9976262,0.0001740674],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00007630089,0.03261554,0.00001006418,0.8429932,0.0009191457,0.000411269,0.0000752767,0.000176519,0.1227227],"genre_scores_gemma":[0.0001116202,0.001305644,0.0004276435,0.8321213,0.003901227,0.00007968701,0.0001071984,0.00002481506,0.1619209],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05906199,"threshold_uncertainty_score":0.8327852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01425875639171017,"score_gpt":0.3110276312511787,"score_spread":0.2967688748594686,"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."}}