{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4368263,0.001127739,0.005257841,0.04850249,0.003606356,0.01281231,0.006481977,0.004848296,0.005608364],"category_scores_gemma":[0.7438728,0.001996237,0.005615176,0.05481634,0.01054359,0.02669698,0.01912229,0.003823364,0.0008069379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007930259,"about_ca_system_score_gemma":0.02584003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005058184,"about_ca_topic_score_gemma":0.00511411,"domain_scores_codex":[0.3825249,0.3920875,0.1740797,0.01530828,0.03398089,0.002018694],"domain_scores_gemma":[0.06503006,0.8116276,0.06291024,0.0377967,0.02146474,0.001170647],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00103512,0.0001224836,0.05802329,0.4830751,0.008395058,0.001011717,0.04524037,0.00243888,0.0007016598,0.08018386,0.04219837,0.277574],"study_design_scores_gemma":[0.0004813591,0.000296859,0.04869967,0.463236,0.004922945,0.001340526,0.01814935,0.001526425,0.001133992,0.07761434,0.3821416,0.0004568479],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.07317541,0.5371334,0.1011773,0.1166809,0.005474166,0.01440734,0.1227462,0.0008120675,0.02839318],"genre_scores_gemma":[0.4445621,0.1571506,0.2357589,0.02822847,0.003956635,0.05054278,0.07777533,0.0006019205,0.001423313],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5631737,"threshold_uncertainty_score":0.6944934,"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."}}