{"id":"W4381715892","doi":"10.1161/circheartfailure.122.010377","title":"Predicting Stroke in Heart Failure and Preserved Ejection Fraction Without Atrial Fibrillation","year":2023,"lang":"en","type":"article","venue":"Circulation Heart Failure","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute","funders":"Tsuchiya Foundation; University of Glasgow; British Heart Foundation","keywords":"Medicine; Atrial fibrillation; Ejection fraction; Stroke (engine); Internal medicine; Heart failure; Cardiology; Hazard ratio; Valsartan; Heart failure with preserved ejection fraction; Confidence interval; Blood pressure","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":[0.0005346755,0.0001877028,0.0003698407,0.0005648236,0.0002026046,0.00008632852,0.00002825749,0.0002329865,0.0001002175],"category_scores_gemma":[0.0004142892,0.0001960832,0.0001820116,0.0008166179,0.00003139227,0.0006045964,0.0000459154,0.0002158266,0.00009323434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001225618,"about_ca_system_score_gemma":0.00004934759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001291977,"about_ca_topic_score_gemma":0.0001470803,"domain_scores_codex":[0.9982571,0.000124001,0.0004792841,0.0004168434,0.0004428301,0.0002799602],"domain_scores_gemma":[0.9992297,0.0001816182,0.0001372048,0.0002337728,0.0001095089,0.0001081758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001291723,0.00000179944,0.9853313,0.00008927336,0.00003678818,0.000001347133,0.00006967878,0.005822422,0.006602142,0.00006742359,0.001497308,0.0003513574],"study_design_scores_gemma":[0.001918367,0.00006338586,0.8863399,0.00008786134,0.00007114708,0.00001097671,0.0003679794,0.05166362,0.0001580272,0.0001502922,0.05901257,0.0001558332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847352,0.0000787531,0.0003347972,0.0128029,0.0003459292,0.001158233,0.000006353124,0.0004278708,0.0001099815],"genre_scores_gemma":[0.9956484,0.00001700757,0.001193533,0.00006194008,0.002277424,0.000005151259,0.0002275353,0.00003442268,0.0005345581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09899136,"threshold_uncertainty_score":0.7996041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04511038173821803,"score_gpt":0.3192048077518476,"score_spread":0.2740944260136295,"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."}}