{"id":"W4413113997","doi":"10.1002/jcu.70032","title":"Assessing the Utility of Targeted Neonatal Echocardiography for Congenital Heart Disease Detection: Retrospective Cohort Analysis","year":2025,"lang":"en","type":"article","venue":"Journal of Clinical Ultrasound","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University; Queen's University; University of Alberta Hospital; University of Alberta","funders":"","keywords":"Medicine; Retrospective cohort study; Heart disease; Cohort; Cardiology; Internal medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002490657,0.0001795922,0.001340903,0.0003293364,0.000207351,0.00005392504,0.0001400832,0.0001061635,0.00007075859],"category_scores_gemma":[0.009500827,0.0001204179,0.002918832,0.001360415,0.0006187022,0.0002053048,0.00004179621,0.0005312744,8.436774e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005365822,"about_ca_system_score_gemma":0.0004522484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001239615,"about_ca_topic_score_gemma":0.00001906516,"domain_scores_codex":[0.996991,0.0002748557,0.001638518,0.0002842719,0.0005905938,0.0002207591],"domain_scores_gemma":[0.9932018,0.004010627,0.0004804139,0.0004014471,0.001623168,0.0002825642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001878009,0.0002813763,0.9840109,0.00005889551,0.009199144,0.00001614754,0.00002692052,0.000002816584,0.0001143301,0.000008031201,0.0008011037,0.00360235],"study_design_scores_gemma":[0.00157322,0.0003319307,0.9818814,0.00005674323,0.01305535,0.00001665365,0.0003775183,0.0004245618,0.0001602296,0.001106239,0.0009250766,0.00009110451],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871946,0.002670392,0.007444691,0.0007258577,0.0007635778,0.0005814342,0.0001201058,0.00001657857,0.0004827543],"genre_scores_gemma":[0.9983745,0.0001108602,0.0007479068,0.0003251925,0.0003438889,0.00001339555,0.000007828934,0.00001087559,0.00006550387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01117994,"threshold_uncertainty_score":0.9988426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03209342834701788,"score_gpt":0.4034560938162521,"score_spread":0.3713626654692342,"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."}}