{"id":"W4231527925","doi":"10.1093/europace/euy046","title":"European Heart Rhythm Association (EHRA)/Heart Rhythm Society (HRS)/Asia Pacific Heart Rhythm Society (APHRS)/Latin American Heart Rhythm Society (LAHRS) expert consensus on arrhythmias and cognitive function: what is the best practice?","year":2018,"lang":"en","type":"article","venue":"EP Europace","topic":"Blood Pressure and Hypertension Studies","field":"Medicine","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"Southlake Regional Health Center","funders":"National Heart, Lung, and Blood Institute; National Institutes of Health","keywords":"Heart Rhythm; Rhythm; Internal medicine; Cardiology; 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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002874411,0.001230466,0.001960229,0.00008576788,0.002546279,0.0006376209,0.0001391505,0.0004301662,0.0003804769],"category_scores_gemma":[0.0008920095,0.001001771,0.001451807,0.001151602,0.001999281,0.0007051079,0.0003864592,0.002072794,0.001846877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000202067,"about_ca_system_score_gemma":0.0003072362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002407517,"about_ca_topic_score_gemma":0.00002471066,"domain_scores_codex":[0.9916403,0.001629852,0.001166511,0.002044247,0.001912293,0.001606831],"domain_scores_gemma":[0.9919863,0.003067446,0.0008049256,0.001335393,0.002170153,0.0006357245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009016327,0.0006320446,0.00166437,0.0001384531,0.003032474,0.0001814477,0.02121975,0.000003111808,0.001601522,0.00004019751,0.9646406,0.005944445],"study_design_scores_gemma":[0.003466174,0.002583571,0.01472426,0.0008119165,0.002192353,0.00787366,0.06668709,0.0003396577,0.001407206,0.00002167363,0.8987655,0.001126915],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4127881,0.04407807,0.00018032,0.5223639,0.00370041,0.004128692,0.0002380395,0.001251168,0.01127132],"genre_scores_gemma":[0.7736218,0.01150286,0.00464287,0.1784888,0.008682288,0.0001496656,0.00009114794,0.0004452059,0.02237536],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3608338,"threshold_uncertainty_score":0.9992433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03225852286389677,"score_gpt":0.2923580072991347,"score_spread":0.260099484435238,"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."}}