{"id":"W4388916381","doi":"10.2196/52442","title":"Six-Month Pilot Testing of a Digital Health Tool to Support Effective Self-Care in People With Heart Failure: Mixed Methods Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heart failure; Self care; Medicine; Digital health; Health care; Psychology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01455091,0.001172286,0.001339916,0.001664614,0.002635336,0.001333963,0.00113733,0.001235078,0.002309452],"category_scores_gemma":[0.01393356,0.0008827854,0.001539635,0.0007911718,0.001042669,0.001308132,0.001591418,0.001109465,0.0008519373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001352227,"about_ca_system_score_gemma":0.001968574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003024489,"about_ca_topic_score_gemma":0.005854679,"domain_scores_codex":[0.9949403,0.002687853,0.0005594663,0.0005412706,0.0007354203,0.0005356558],"domain_scores_gemma":[0.9885001,0.00420624,0.001137197,0.001599558,0.003478022,0.001078996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.01238356,0.2305478,0.3530554,0.002632792,0.0007723868,0.002351549,0.1340032,0.0007629031,0.01372734,0.0003547011,0.002411863,0.2469966],"study_design_scores_gemma":[0.004609888,0.3368565,0.567073,0.0005389772,0.0007482148,0.0009515845,0.07167638,0.00211428,0.006385164,0.0003372973,0.008428048,0.0002804816],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949607,0.00007602067,0.0007902159,0.00004750905,0.00002087803,0.003393716,0.0001505051,0.00002286786,0.000537701],"genre_scores_gemma":[0.977693,0.0002910052,0.007605756,0.0003035331,0.00009204462,0.01168653,0.0004247832,0.00002140151,0.0018819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01455091,"threshold_uncertainty_score":0.07695347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06034778310870086,"score_gpt":0.4552568709557545,"score_spread":0.3949090878470536,"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."}}