{"id":"W4387108993","doi":"10.2196/47292","title":"Characterizing Real-World Implementation of Consumer Wearables for the Detection of Undiagnosed Atrial Fibrillation in Clinical Practice: Targeted Literature Review","year":2023,"lang":"en","type":"review","venue":"JMIR Cardio","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pfizer","keywords":"Medicine; Atrial fibrillation; Systematic review; Wearable computer; MEDLINE; Medical literature; Workflow; Medical emergency; Computer science; Internal medicine; Pathology","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":[0.002647037,0.000264365,0.002285937,0.0003917919,0.00004963209,0.00002360635,0.00008769341,0.0002330688,0.00001327932],"category_scores_gemma":[0.001423253,0.0001832012,0.001993248,0.001288322,0.00004104844,0.0001650055,0.00005068884,0.0002635983,0.000008437822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001108977,"about_ca_system_score_gemma":0.0002277421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005874196,"about_ca_topic_score_gemma":0.00005448391,"domain_scores_codex":[0.996354,0.0005735962,0.002183661,0.0003282415,0.0003785983,0.0001818703],"domain_scores_gemma":[0.9936814,0.003618548,0.001968793,0.0004032359,0.000288503,0.00003948075],"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":[0.0002158758,0.000002831786,0.001830868,0.07137935,0.001109183,0.000005418942,0.0000500163,0.000002164948,0.00000409436,0.00006068673,0.0007021987,0.9246373],"study_design_scores_gemma":[0.001196572,0.0001142964,0.009094084,0.0330349,0.005183082,0.000005994118,0.00005674506,0.00000890572,0.000003299279,0.00000540521,0.9511519,0.0001448264],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000359547,0.9896368,0.00003029217,0.0005131647,0.0008956199,0.008648154,0.0001274558,0.00003941812,0.00007315129],"genre_scores_gemma":[0.000317065,0.9960031,0.0001352463,0.00003835578,0.002283796,0.00008811496,0.000877988,0.00005201344,0.000204319],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9504497,"threshold_uncertainty_score":0.7470729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1404575482537432,"score_gpt":0.5004054217803398,"score_spread":0.3599478735265966,"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."}}