{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003738333,0.0008966014,0.0009783971,0.001097258,0.0001942637,0.000774134,0.0004579099,0.000540447,0.001225601],"category_scores_gemma":[0.005671303,0.0002413069,0.001194481,0.0006146656,0.000227455,0.0003515825,0.0005312843,0.0005786973,0.0002364677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002287273,"about_ca_system_score_gemma":0.0005244706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002768779,"about_ca_topic_score_gemma":0.003795503,"domain_scores_codex":[0.9990908,0.0004625342,0.00008739657,0.0001950316,0.00009283402,0.0000714849],"domain_scores_gemma":[0.9968697,0.001712067,0.0007668391,0.0002052623,0.0002064012,0.0002397143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008146451,0.0001068864,0.9907408,0.00004648293,0.0006758188,0.00005034748,0.00001609492,0.002932678,0.0001741874,0.00002478553,0.0003940494,0.004023338],"study_design_scores_gemma":[0.0003112004,0.0009169325,0.9621178,0.00004094138,0.0005718389,0.0002570472,0.00004299172,0.03466337,0.000219448,0.0004738406,0.0003669463,0.00001776247],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965473,0.0006560676,0.001221065,0.0001513819,0.00003108717,0.00003120411,0.0009591829,0.00002559921,0.0003770349],"genre_scores_gemma":[0.9982194,0.0001255293,0.0005787081,0.00004045073,0.00003349181,0.00001566628,0.0009021626,0.000002153067,0.00008235838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003738333,"threshold_uncertainty_score":0.01977038,"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."}}