{"id":"W4312341201","doi":"10.2196/41248","title":"Patterns in the Use of Heart Failure Telemonitoring: Post Hoc Analysis of the e-Vita Heart Failure Trial","year":2022,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University College London; National Institute for Health and Care Research","keywords":"Medicine; Heart failure; Post-hoc analysis; Randomized controlled trial; Weight loss; Blood pressure; Post hoc; Physical therapy; Internal medicine; Obesity","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":[0.007212013,0.0005516288,0.001846396,0.0003665693,0.0003238509,0.001390395,0.0007688586,0.0009304309,0.003216244],"category_scores_gemma":[0.01007215,0.0002890432,0.002593664,0.0006446172,0.0003717131,0.0009973703,0.0007377445,0.001501209,0.0002191102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002921509,"about_ca_system_score_gemma":0.0005359632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001297619,"about_ca_topic_score_gemma":0.001203845,"domain_scores_codex":[0.9947276,0.003496602,0.0003372575,0.0007522315,0.0003146175,0.000371829],"domain_scores_gemma":[0.9928599,0.00377456,0.001550365,0.0008755111,0.0003707964,0.0005688668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.5131104,0.002580926,0.4321457,0.0007520194,0.02728973,0.0001915601,0.0002615374,0.00108987,0.0007232852,0.0003680063,0.003187178,0.01829976],"study_design_scores_gemma":[0.06805575,0.01833411,0.8911043,0.0001362934,0.01380434,0.0001802658,0.0003122782,0.00519801,0.0004024863,0.0008063882,0.001605843,0.00005996413],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954697,0.001627518,0.000262482,0.0001973723,0.0000922208,0.0002451239,0.001228604,0.00001738692,0.0008596568],"genre_scores_gemma":[0.9975919,0.0001698803,0.0001825777,0.0001089977,0.00006549607,0.0003439193,0.001106041,0.00001004263,0.000421226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007212013,"threshold_uncertainty_score":0.03814125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03334471679376357,"score_gpt":0.2905097475547566,"score_spread":0.257165030760993,"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."}}