{"id":"W4408877949","doi":"10.1136/openhrt-2024-003054","title":"Impact of COVID-19 pandemic on rates of congenital heart disease procedures among children: prospective cohort analyses of 26 270 procedures in 17 860 children using CVD-COVID-UK consortium record linkage data","year":2025,"lang":"en","type":"article","venue":"Open Heart","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Barts Health NHS Trust; Keele University; Queen's University; Cardiff Metropolitan University; Swansea University; University of Aberdeen; Cardiff University; Royal College of Surgeons of England; University of Glasgow; University of Dundee; University of Warwick; University of Leicester; Cancer Research UK; University College London; London School of Economics and Political Science; British Heart Foundation; Royal Free London NHS Foundation Trust; University of Leeds; Queen Mary University of London; National Institute for Health and Care Research; Queen Elizabeth Hospital Birmingham Charity; King's College London; Swansea Bay University Health Board; Queen's University Belfast; University of Bristol; University of Exeter; NHS Health Scotland; Imperial College London","keywords":"Medicine; Pandemic; Coronavirus disease 2019 (COVID-19); Pediatrics; Emergency medicine; Disease; Internal medicine; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000673254,0.0005095685,0.001707933,0.0006406067,0.0001759344,0.00005321924,0.0005931102,0.0001512519,0.0002156295],"category_scores_gemma":[0.005266565,0.0004308526,0.0003329,0.001165592,0.0008781975,0.0003904397,0.0009043608,0.000370127,0.000004845797],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003633999,"about_ca_system_score_gemma":0.006288031,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0134041,"about_ca_topic_score_gemma":0.003643189,"domain_scores_codex":[0.9963321,0.0002404219,0.00124336,0.00109443,0.0005618557,0.0005278214],"domain_scores_gemma":[0.9968515,0.0004726461,0.0003657886,0.001345959,0.0004188108,0.0005452824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004238459,0.001081403,0.9852394,0.0007687262,0.001542571,0.000017264,0.0002296182,0.00009871193,0.002948676,0.000006090794,0.003763194,0.00006588797],"study_design_scores_gemma":[0.003454216,0.0006433906,0.9913279,0.00119825,0.001141605,0.0000340037,0.0002148345,0.0003029416,0.00123043,0.0001075014,0.000007790179,0.0003371166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889187,0.001984432,0.000005934517,0.0002726879,0.00005074249,0.006614197,0.001730143,0.00005642545,0.0003667557],"genre_scores_gemma":[0.9984668,0.0001054753,0.0002234467,0.0004406298,0.00006218307,0.0001523562,0.0002835124,0.00005472159,0.0002109089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009760913,"threshold_uncertainty_score":0.9998143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07925407349654168,"score_gpt":0.4400122402892714,"score_spread":0.3607581667927297,"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."}}