{"id":"W2890756888","doi":"10.2196/resprot.8762","title":"Testing MD-Link, a Low-Cost Mobile Electrocardiography Monitoring Device, in Patients With Irregular Heartbeat: Protocol for a Cross-Sectional Study","year":2018,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health","keywords":"Heartbeat; Electrocardiography; Mobile device; Protocol (science); Computer science; Medicine; Medical emergency; Computer security; Cardiology; World Wide Web","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":[0.00237573,0.0003004062,0.0004924295,0.0009632371,0.0006291568,0.0003024873,0.0002904843,0.0001576414,0.0000254569],"category_scores_gemma":[0.0003612665,0.0002362751,0.0001739305,0.002883647,0.0002466666,0.0002442063,0.0001285607,0.0008446784,0.00003504904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002924134,"about_ca_system_score_gemma":0.0003591762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007354135,"about_ca_topic_score_gemma":0.00001227277,"domain_scores_codex":[0.9953718,0.0003086083,0.0006177434,0.0008658239,0.00171072,0.001125298],"domain_scores_gemma":[0.9959534,0.0002875767,0.0001341263,0.000697308,0.002625535,0.0003020579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004422385,0.003054362,0.9854318,0.0006440684,0.0001198981,0.00001497812,0.0001473091,0.00001584695,0.0008288418,6.709858e-7,0.0001418544,0.005177987],"study_design_scores_gemma":[0.01372485,0.01599755,0.9550309,0.002457535,0.000008384509,0.000003071645,0.00008207215,0.0001093589,0.003728648,0.00001947793,0.00859948,0.000238665],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.3093123,4.976152e-7,0.00002682484,0.000006669927,0.000005887932,0.6904283,0.000005052139,0.00008117239,0.0001332502],"genre_scores_gemma":[0.1674449,1.660785e-8,0.001348071,0.000004887233,0.001155104,0.8298386,0.000007206603,0.00006535075,0.0001358583],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1418674,"threshold_uncertainty_score":0.9635019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2113743538299035,"score_gpt":0.5557898325442981,"score_spread":0.3444154787143946,"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."}}