{"id":"W4408939772","doi":"10.1016/j.jacadv.2025.101610","title":"Diversity and Inclusion Within Datasets in Heart Failure","year":2025,"lang":"en","type":"article","venue":"JACC Advances","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"Health Foundation; National Institute for Health and Care Research","keywords":"Diversity (politics); Inclusion (mineral); Heart failure; Medicine; Psychology; Internal medicine; Sociology; Anthropology; Social psychology","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":[0.0001228439,0.00007155519,0.0001432466,0.0001011509,0.0007086381,0.000003769267,0.0000402568,0.00002804294,0.00001962186],"category_scores_gemma":[0.00002902154,0.00005605958,0.00001474627,0.0001491478,0.00003051022,0.000162594,0.004200081,0.00006773455,0.0000043814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003688548,"about_ca_system_score_gemma":0.00001379128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000667045,"about_ca_topic_score_gemma":0.0007053541,"domain_scores_codex":[0.9995105,0.00001659601,0.00009204807,0.0001693103,0.0001103854,0.0001012005],"domain_scores_gemma":[0.9997793,0.00002798538,0.00001606155,0.0001288222,0.000009038588,0.0000387454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004021971,0.0003381724,0.9135263,0.0003556642,0.00006165945,0.0001368683,0.003807473,0.00001880368,0.0008371268,0.001715646,0.05178105,0.02701904],"study_design_scores_gemma":[0.002327574,0.0001602187,0.07348308,0.0002547677,0.00006568093,0.000005710456,0.0004926963,0.00009581829,0.0006647758,0.003925776,0.9184178,0.0001061188],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644119,0.002215072,0.0001515043,0.03166799,0.0001215523,0.0004876868,0.00001237209,0.00005264211,0.0008792459],"genre_scores_gemma":[0.9910896,0.0001425521,0.006933737,0.001181262,0.00001751707,0.000007386572,0.00004422939,0.000002616993,0.0005811363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8666368,"threshold_uncertainty_score":0.5450343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01040758540306919,"score_gpt":0.2897946547659906,"score_spread":0.2793870693629214,"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."}}