{"id":"W4404548502","doi":"10.1016/j.cardfail.2024.10.445","title":"Suboptimal Titration of Heart Failure Medications in Pediatric Patients: Baseline Data from ACTION","year":2024,"lang":"en","type":"article","venue":"Journal of Cardiac Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stollery Children's Hospital","funders":"","keywords":"Medicine; Baseline (sea); Heart failure; Action (physics); Internal medicine; Intensive care medicine; Cardiology","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":[0.0007156455,0.0001354394,0.000421436,0.0004460947,0.00002352922,0.00002967674,0.0001197749,0.0001093285,0.0002150163],"category_scores_gemma":[0.0001716847,0.0001057176,0.0001890237,0.0004674346,0.00002366803,0.0005499957,0.00004931822,0.0003320204,0.00004078475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001081387,"about_ca_system_score_gemma":0.0002893637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004115268,"about_ca_topic_score_gemma":0.00009117968,"domain_scores_codex":[0.9983219,0.0001099587,0.0006330205,0.0002077799,0.0005821297,0.0001452252],"domain_scores_gemma":[0.9989458,0.0001599963,0.0001676498,0.0003732208,0.0002312455,0.0001220689],"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":[0.0001442935,0.0004596295,0.1988133,0.0002826327,0.0005311902,0.00003565079,0.0002633321,0.00004322901,0.00177726,0.0000680291,0.7924261,0.005155347],"study_design_scores_gemma":[0.001912888,0.0005222724,0.2647462,0.0004743841,0.002285313,0.00001537677,0.0004785548,0.000916034,0.0006312082,0.00006756584,0.727767,0.000183276],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9007953,0.005888515,0.002049769,0.08750252,0.001950959,0.0009904262,0.0003780506,0.00007083487,0.0003736285],"genre_scores_gemma":[0.9783899,0.000673533,0.01858144,0.00009158294,0.001402652,0.000006546583,0.0007314943,0.00002215357,0.0001007221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08741094,"threshold_uncertainty_score":0.431104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02355092783180955,"score_gpt":0.3048651385295499,"score_spread":0.2813142106977403,"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."}}