{"id":"W2901687371","doi":"10.2196/11606","title":"The Current State of Mobile Phone Apps for Monitoring Heart Rate, Heart Rate Variability, and Atrial Fibrillation: Narrative Review","year":2018,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":165,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"","keywords":"Mobile phone; Atrial fibrillation; Checklist; Medicine; Phone; Mobile device; Narrative review; Computer science; Cardiology; Intensive care medicine; Psychology; Telecommunications; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005360305,0.001077899,0.002335454,0.009432208,0.0005563837,0.002763103,0.001382431,0.002022409,0.00382786],"category_scores_gemma":[0.03482379,0.0006061976,0.002981604,0.00725754,0.0007205678,0.002969253,0.001343157,0.001174454,0.0005449675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001503512,"about_ca_system_score_gemma":0.006872696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00284022,"about_ca_topic_score_gemma":0.005827862,"domain_scores_codex":[0.9950938,0.001491185,0.001949058,0.0003400913,0.0009879705,0.0001378873],"domain_scores_gemma":[0.9584408,0.03415027,0.004525329,0.0003456392,0.002285612,0.0002523448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009638696,0.00002416198,0.0006407708,0.7717204,0.001060501,0.0001960474,0.0007094395,0.00008863592,0.0002449371,0.001129396,0.007528326,0.216561],"study_design_scores_gemma":[0.00003694521,0.0001327665,0.002347691,0.8669176,0.007308417,0.0009036076,0.0005981459,0.00007573808,0.0001951532,0.0007126693,0.1207387,0.00003270082],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000199921,0.9988061,0.00007353069,0.000375947,0.0001242983,0.00003214426,0.00007799827,0.000004022237,0.0003059892],"genre_scores_gemma":[0.00288583,0.9958663,0.000298609,0.0005415047,0.0001555286,0.00009974116,0.00006346188,0.00000243223,0.00008654512],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009432208,"threshold_uncertainty_score":0.02834833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06653775774073366,"score_gpt":0.4022831307164938,"score_spread":0.3357453729757601,"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."}}