{"id":"W4214908860","doi":"10.1093/europace/euac038","title":"How to use digital devices to detect and manage arrhythmias: an EHRA practical guide","year":2022,"lang":"en","type":"article","venue":"EP Europace","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":254,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital","funders":"Novo Nordisk Fonden; Amsterdam University Medical Centers","keywords":"Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001908831,0.0001232796,0.0001910296,0.0001430081,0.0001506679,0.0002818371,0.00006783925,0.00001713055,0.00002444589],"category_scores_gemma":[0.0009550221,0.0001137193,0.00004742733,0.0003740353,0.00001588834,0.000284116,0.0002075825,0.0001945124,0.00004253494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000047856,"about_ca_system_score_gemma":0.00002148933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004891974,"about_ca_topic_score_gemma":0.00001742264,"domain_scores_codex":[0.9989081,0.00007833869,0.0001197173,0.0003541563,0.000314441,0.0002252421],"domain_scores_gemma":[0.9990685,0.0001271514,0.00003805171,0.0003501489,0.00004815577,0.000368017],"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":[0.002023848,0.000736248,0.2263693,0.0004764408,0.001064806,0.02886474,0.009608897,0.0009995182,0.03883228,0.0002749585,0.0862975,0.6044515],"study_design_scores_gemma":[0.0003533366,0.0009999678,0.02455935,0.00003253896,0.000153935,0.0004608343,0.002245407,0.0003537381,0.0007398715,0.000009436718,0.9698585,0.0002330317],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979268,0.0000899245,0.003049005,0.016065,0.0001216728,0.0001704504,0.00001519257,0.0001127417,0.001108],"genre_scores_gemma":[0.961197,0.000009574613,0.01079363,0.001206343,0.0003358364,0.00001601712,0.000007389907,0.00003395161,0.02640026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8835611,"threshold_uncertainty_score":0.4637338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03145775494740866,"score_gpt":0.3116887643509954,"score_spread":0.2802310094035867,"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."}}