{"id":"W4417002473","doi":"10.1371/journal.pone.0337990","title":"Who gets included? A scoping review protocol of digital health interventions for older adults with heart failure through an equity lens","year":2025,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; Sinai Health System; Toronto Rehabilitation Institute; University of Toronto; Toronto Metropolitan University; University Health Network","funders":"","keywords":"Psychological intervention; Heart failure; Digital health; Equity (law); Health care; Protocol (science); Health equity; MEDLINE","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":[],"category_scores_codex":[0.1505752,0.005083166,0.01696666,0.02622373,0.006087687,0.01043212,0.0066887,0.01213718,0.07828656],"category_scores_gemma":[0.18468,0.005954424,0.01676962,0.02028397,0.005488592,0.01376553,0.01233612,0.008987,0.01404021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01842655,"about_ca_system_score_gemma":0.09959389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007020134,"about_ca_topic_score_gemma":0.01548335,"domain_scores_codex":[0.8931779,0.04534756,0.04236459,0.006379462,0.009177257,0.003553132],"domain_scores_gemma":[0.8952393,0.04079963,0.01377457,0.008334871,0.0375699,0.004281703],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003903731,0.0005177673,0.0009785147,0.8020214,0.001447448,0.0008802215,0.01278393,0.001144958,0.001314932,0.01118481,0.05579655,0.1080257],"study_design_scores_gemma":[0.01181589,0.001405789,0.003837964,0.6328777,0.00385865,0.0003893697,0.008414886,0.0008407992,0.001689612,0.01247826,0.3219204,0.0004706606],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0003644705,0.001841207,0.001903259,0.0009269266,0.000376846,0.989358,0.003936088,0.00007898191,0.001214219],"genre_scores_gemma":[0.0004494203,0.00129153,0.004292083,0.0003356431,0.00003710555,0.9928522,0.0004388404,0.00001166888,0.000291597],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.8494248,"threshold_uncertainty_score":0.7963272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1718046101416217,"score_gpt":0.4561704499853008,"score_spread":0.2843658398436791,"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."}}