{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008233598,0.001255306,0.003029642,0.01678881,0.0007774094,0.003326596,0.001879824,0.002768094,0.008885042],"category_scores_gemma":[0.04484986,0.0007124722,0.003448425,0.01273896,0.0009902281,0.002694857,0.001946656,0.001430279,0.0013559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00253453,"about_ca_system_score_gemma":0.01182457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004743263,"about_ca_topic_score_gemma":0.00794876,"domain_scores_codex":[0.9927875,0.002145273,0.002973461,0.0004014174,0.001516448,0.0001759144],"domain_scores_gemma":[0.951405,0.03840167,0.004848543,0.0006336033,0.004435876,0.0002753401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008319571,0.00003824827,0.0006612886,0.6732297,0.0008587776,0.00024476,0.0004475846,0.0001708189,0.0002395277,0.001626918,0.01273171,0.3096676],"study_design_scores_gemma":[0.00003182422,0.00006231938,0.001294207,0.902024,0.003043821,0.0004710953,0.0003082868,0.00006881142,0.0001325868,0.0006726886,0.09187059,0.00001989481],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000226634,0.9975738,0.0001824097,0.000498146,0.00020968,0.0001287828,0.000199072,0.000007106321,0.0009743347],"genre_scores_gemma":[0.001761309,0.9968707,0.0004093468,0.0003481229,0.0001196443,0.0001801192,0.0001755099,0.000003225831,0.000131992],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01678881,"threshold_uncertainty_score":0.04354393,"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."}}