{"id":"W3156057106","doi":"10.2196/24271","title":"A Patient-Oriented App (ThessHF) to Improve Self-Care Quality in Heart Failure: From Evidence-Based Design to Pilot Study","year":2021,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hellenic Society of Cardiology","keywords":"mHealth; Usability; Psychological intervention; Medicine; Quality of life (healthcare); System usability scale; eHealth; Health care; Nursing; Heuristic evaluation; Computer science","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":[0.04460284,0.001356707,0.001506624,0.001423988,0.0007759387,0.00178818,0.001505358,0.001847325,0.003519978],"category_scores_gemma":[0.04150511,0.000649819,0.002707174,0.0007091502,0.001501001,0.001624833,0.001847072,0.001342023,0.0004592017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00180437,"about_ca_system_score_gemma":0.005270126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001430968,"about_ca_topic_score_gemma":0.003258504,"domain_scores_codex":[0.9755,0.01631676,0.002786424,0.001298941,0.003335083,0.000762784],"domain_scores_gemma":[0.9748623,0.01448726,0.002929826,0.001658226,0.004970509,0.001091893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.06370367,0.1467227,0.04010002,0.05099516,0.007621219,0.0009557779,0.007491088,0.00145395,0.009555487,0.002454774,0.005299019,0.6636471],"study_design_scores_gemma":[0.1014402,0.7733094,0.06292918,0.01833081,0.01096979,0.0005662582,0.003122983,0.002104763,0.006887767,0.001670863,0.01836479,0.0003031591],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8084193,0.01477291,0.01279969,0.001377601,0.001089436,0.1540479,0.001251376,0.0002525427,0.00598915],"genre_scores_gemma":[0.8094414,0.0106878,0.06219332,0.001990989,0.0005335922,0.1128488,0.0006387419,0.00006129219,0.00160406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04460284,"threshold_uncertainty_score":0.2358852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1672811807066613,"score_gpt":0.4440247216400344,"score_spread":0.2767435409333731,"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."}}