{"id":"W2891292246","doi":"10.3389/fphys.2018.01305","title":"Validation and Opportunities of Electrocardiographic Imaging: From Technical Achievements to Clinical Applications","year":2018,"lang":"en","type":"review","venue":"Frontiers in Physiology","topic":"Cardiac electrophysiology and arrhythmias","field":"Medicine","cited_by":134,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"National Institute of General Medical Sciences; Generalitat Valenciana; National Heart, Lung, and Blood Institute; Instituto de Salud Carlos III; Vedecká Grantová Agentúra MŠVVaŠ SR a SAV; Agentúra na Podporu Výskumu a Vývoja; Conselleria d'Educació, Investigació, Cultura i Esport; Agence Nationale de la Recherche; Nora Eccles Treadwell Foundation; European Regional Development Fund; National Institutes of Health; National Science Foundation","keywords":"Medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003065524,0.0003083221,0.002519112,0.0005217572,0.00004431222,0.000004163686,0.0001657888,0.0004383374,0.000008775946],"category_scores_gemma":[0.00006106712,0.0002693325,0.0005644959,0.0003550956,0.00054443,0.00003348464,0.0001385207,0.0005566848,0.000009123244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005514153,"about_ca_system_score_gemma":0.0002151627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008144052,"about_ca_topic_score_gemma":4.710644e-7,"domain_scores_codex":[0.9976509,0.0003912331,0.0008758819,0.0006631776,0.0001065608,0.0003122242],"domain_scores_gemma":[0.9987559,0.0001601847,0.0003124942,0.0005668808,0.00007497225,0.0001295883],"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":[0.0002380893,0.0001836717,0.0009131341,0.00155522,0.0008529249,0.00001605438,0.00001439484,2.6902e-7,0.0002559643,0.0001792529,0.01294419,0.9828469],"study_design_scores_gemma":[0.0006323338,0.0006236735,0.005298835,0.001820669,0.001695326,0.0000630652,0.00001847101,0.000004615787,0.00002387787,0.003597352,0.985846,0.0003757163],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001384548,0.9946864,0.001663749,0.0001063872,0.0004760826,0.001365703,0.00008175507,0.0000394698,0.0001958797],"genre_scores_gemma":[0.001432085,0.9932732,0.002899498,0.000254755,0.0007839696,0.0004446823,0.0008379872,0.00003792677,0.00003587389],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9824711,"threshold_uncertainty_score":0.9999759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04419389488087033,"score_gpt":0.35596557106708,"score_spread":0.3117716761862097,"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."}}