{"id":"W2800585605","doi":"10.1016/j.cjca.2018.05.003","title":"The Emerging Role of Wearable Technologies in Detection of Arrhythmia","year":2018,"lang":"en","type":"review","venue":"Canadian Journal of Cardiology","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":114,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Wearable computer; Wearable technology; Medicine; Smartwatch; Health care; Context (archaeology); Photoplethysmogram; Computer science; Telecommunications; Embedded system","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":[0.001865934,0.0009666414,0.001941286,0.003718895,0.0003248332,0.001882823,0.001297504,0.001814519,0.0043305],"category_scores_gemma":[0.005192419,0.0003217698,0.001009855,0.00334197,0.0009337341,0.00214309,0.0009075704,0.002246692,0.001229007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000818429,"about_ca_system_score_gemma":0.002255994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003340303,"about_ca_topic_score_gemma":0.005732885,"domain_scores_codex":[0.9991942,0.0001473796,0.0001461456,0.000155222,0.0003099848,0.00004706302],"domain_scores_gemma":[0.9942549,0.004038816,0.0004520464,0.00008614895,0.001015995,0.0001521489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006266968,0.00005472605,0.0007895118,0.02082499,0.0001759065,0.0002007274,0.00007589572,0.0002243162,0.000795783,0.002913957,0.01630305,0.9575784],"study_design_scores_gemma":[0.00004292229,0.0002144224,0.00621956,0.02131783,0.0007834469,0.003286058,0.0003240244,0.0004953094,0.0007446217,0.004872682,0.9616087,0.00009039275],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008423134,0.9983718,0.0002064094,0.0004236228,0.000274306,0.000003724479,0.00002190972,0.000005788056,0.0006082354],"genre_scores_gemma":[0.001010249,0.9973714,0.0004153831,0.0004229171,0.0005324782,0.000004542303,0.00002556722,0.000001984383,0.0002154496],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0043305,"threshold_uncertainty_score":0.01448691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01880422031886533,"score_gpt":0.2854624963057597,"score_spread":0.2666582759868944,"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."}}