{"id":"W3096422972","doi":"10.32604/chd.2020.011709","title":"Long-Term Healthcare Utilization, Medical Cost, and Societal Cost in AdultCongenital Heart Disease","year":2020,"lang":"en","type":"article","venue":"Congenital Heart Disease","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Vlaamse regering; Koning Boudewijnstichting; Fonds Wetenschappelijk Onderzoek","keywords":"Medicine; Absenteeism; Emergency medicine; Disease; Health care; Resource use; Population; Economic cost; Pediatrics; Intensive care medicine; Environmental health; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002203679,0.0006567311,0.0009281606,0.0001939876,0.0003658158,0.0001052216,0.0002019665,0.0002048636,0.0008764053],"category_scores_gemma":[0.001531578,0.0006686873,0.0003816569,0.0007051383,0.0008168457,0.0004391659,0.0004485344,0.0006416183,0.0003751431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002024386,"about_ca_system_score_gemma":0.001746623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000467715,"about_ca_topic_score_gemma":0.0001508405,"domain_scores_codex":[0.9952344,0.0002294989,0.000874728,0.001262853,0.001306649,0.001091904],"domain_scores_gemma":[0.9914132,0.0002135069,0.00006511657,0.000564785,0.0004129433,0.007330424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00331365,0.0006812234,0.9777416,0.001285588,0.0001074303,0.002526766,0.0005673897,4.644301e-7,0.00004450969,0.00006661058,0.004181375,0.009483383],"study_design_scores_gemma":[0.005091444,0.0003204316,0.9880962,0.0003289147,0.0004167757,0.00009703244,0.0003379585,0.001955685,0.00001965122,0.00009779062,0.002558287,0.0006798546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9154397,0.02055806,0.00003601888,0.0588694,0.0002682503,0.003435435,0.0008853591,0.0003250689,0.0001826742],"genre_scores_gemma":[0.9719149,0.0002499684,0.00004217306,0.02588964,0.0005976554,0.0004796885,0.0004762491,0.0001166054,0.0002330952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05647518,"threshold_uncertainty_score":0.9995764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05417186803832584,"score_gpt":0.3455887444728015,"score_spread":0.2914168764344756,"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."}}