{"id":"W4392630765","doi":"10.1101/2024.03.04.583217","title":"Enhanced Ca <sup>2+</sup> -Driven Arrhythmias in Female Patients with Atrial Fibrillation: Insights from Computational Modeling","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"National Heart, Lung, and Blood Institute; University of California, Davis; National Institutes of Health; European Commission; American Heart Association","keywords":"Atrial fibrillation; Cardiology; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001982218,0.0003799952,0.0004717082,0.0002085991,0.0002061098,0.0005852648,0.0005916359,0.0008567774,0.001833452],"category_scores_gemma":[0.0008486091,0.0002152848,0.0006768358,0.0001478531,0.0002622676,0.0002438263,0.0005246873,0.000302001,0.000171171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002459663,"about_ca_system_score_gemma":0.0004687559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005934809,"about_ca_topic_score_gemma":0.004452937,"domain_scores_codex":[0.9999317,0.00002391962,0.000004063061,0.00001536129,0.00001198461,0.00001293744],"domain_scores_gemma":[0.9997855,0.0001179711,0.00003901767,0.00001192622,0.00002026524,0.00002537122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009359224,0.00004705871,0.01140238,0.00005955239,0.00006323583,0.0003898878,0.00007560619,0.9778647,0.003370913,0.001832171,0.0005885277,0.00421234],"study_design_scores_gemma":[0.00001154633,0.00002322053,0.001417203,0.000006694046,0.00001212592,0.00007632424,0.00002140596,0.997209,0.0001932056,0.0006903199,0.0003321491,0.000006895146],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9010232,0.0008608801,0.08532607,0.001101088,0.00009704677,0.00006104026,0.001156123,0.0001973515,0.01017712],"genre_scores_gemma":[0.9939346,0.0002387048,0.0044255,0.00009483907,0.00002544119,0.00004687864,0.0001782925,0.00002734668,0.001028512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005934809,"threshold_uncertainty_score":0.01180053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02435047557108587,"score_gpt":0.2526031507809915,"score_spread":0.2282526752099057,"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."}}