{"id":"W2801033663","doi":"10.2196/resprot.9911","title":"Implementation and Evaluation of a Smartphone-Based Telemonitoring Program for Patients With Heart Failure: Mixed-Methods Study Protocol","year":2018,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; Ted Rogers Centre for Heart Research; University Health Network","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Medicine; Health care; Protocol (science); Telemedicine; mHealth; Medical emergency; Nursing; Psychological intervention; Alternative medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005335734,0.0001794965,0.0002944981,0.0003191635,0.0002278926,0.00007990633,0.0000819887,0.00005705689,0.000111062],"category_scores_gemma":[0.0001339671,0.0001268919,0.00004591862,0.000503461,0.0001652239,0.0001533683,0.00008206763,0.0001459324,0.000005089722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001851544,"about_ca_system_score_gemma":0.000389175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003557271,"about_ca_topic_score_gemma":0.0000940894,"domain_scores_codex":[0.9962839,0.0009297672,0.0003867318,0.0004413935,0.001492052,0.0004661196],"domain_scores_gemma":[0.9968127,0.0001604578,0.0001151491,0.0004157592,0.002338284,0.0001576518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003820491,0.007031922,0.5945991,0.001097492,0.00009871816,5.501451e-7,0.0003445203,3.638255e-7,0.0007052638,0.00001111964,0.006780535,0.38551],"study_design_scores_gemma":[0.05947719,0.09362034,0.5487436,0.001082319,0.00008108099,6.75105e-7,0.001600147,0.0003373239,0.024516,0.00007037629,0.270251,0.0002198737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.09410571,1.492126e-7,0.0001870365,0.0003689562,0.000005670603,0.9052237,0.000003682933,0.00005584504,0.00004929285],"genre_scores_gemma":[0.05460718,5.305413e-9,0.08147208,0.00000760475,0.0001090941,0.8637268,0.00002038658,0.0000300234,0.00002682512],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.3852901,"threshold_uncertainty_score":0.5174502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1920907851581696,"score_gpt":0.6407230825087457,"score_spread":0.4486322973505761,"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."}}