{"id":"W4379514310","doi":"10.2196/44003","title":"Electrocardiogram Devices for Home Use: Technological and Clinical Scoping Review","year":2023,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"ZonMw; Dutch Cardiovascular Alliance","keywords":"Usability; Mobile device; Food and drug administration; Heart Rhythm; Medicine; The Internet; Computer science; Medical emergency; World Wide Web; Human–computer interaction; Cardiology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008431688,0.0001169998,0.0007251394,0.00011303,0.00007835872,0.00002850601,0.00006116722,0.0001443971,0.000002385434],"category_scores_gemma":[0.0004573598,0.00008890471,0.0005248755,0.0005918934,0.00007896053,0.00004660859,0.00005233345,0.0002020523,0.00002624587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001773971,"about_ca_system_score_gemma":0.00003700732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000229676,"about_ca_topic_score_gemma":0.000001610618,"domain_scores_codex":[0.9988551,0.00005608708,0.0003141836,0.0003288989,0.0001781477,0.0002676007],"domain_scores_gemma":[0.9991695,0.0002995416,0.00005569679,0.0002938941,0.00007667326,0.0001046979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000517101,0.00005331039,0.7890708,0.007577569,0.001042828,0.000107116,0.000008768144,0.000001193273,0.0002557679,0.00004268948,0.01001521,0.191773],"study_design_scores_gemma":[0.003522037,0.001761047,0.7580628,0.08611505,0.00538963,0.0002892595,0.0001808899,0.0006456298,0.0003491685,0.0002009398,0.1424598,0.001023718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.865648,0.1175261,0.002111651,0.006505587,0.0005089039,0.004904579,0.00001992601,0.001991471,0.0007837538],"genre_scores_gemma":[0.9087709,0.08694296,0.001532493,0.0005989542,0.0008923309,0.0005347669,0.00004734826,0.00003590381,0.0006443692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1907493,"threshold_uncertainty_score":0.3625429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08250459246943462,"score_gpt":0.4372819288811268,"score_spread":0.3547773364116922,"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."}}