{"id":"W2755573009","doi":"10.4414/smw.2017.14467","title":"Design of the Swiss Atrial Fibrillation Cohort Study (Swiss-AF): structural brain damage and cognitive decline among patients with atrial fibrillation","year":2017,"lang":"en","type":"article","venue":"Swiss Medical Weekly","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute","funders":"Universität Zürich","keywords":"Medicine; Atrial fibrillation; Prospective cohort study; Cohort; Dementia; Cohort study; Internal medicine; Stroke (engine); Biobank; Cardiology; Bioinformatics; Disease","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":[0.001227524,0.0003420398,0.0007720455,0.0001296269,0.000560057,0.0001144563,0.0002644676,0.0002425374,0.0001910509],"category_scores_gemma":[0.004594676,0.0002176715,0.0002651686,0.0002086851,0.0005734543,0.0003656739,0.0003838977,0.0002617583,0.000006298637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005178053,"about_ca_system_score_gemma":0.0001910628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003416401,"about_ca_topic_score_gemma":0.0001686684,"domain_scores_codex":[0.996089,0.0003767972,0.0008003528,0.0005378312,0.001858758,0.0003372816],"domain_scores_gemma":[0.9969774,0.0009148415,0.0008580339,0.00060517,0.0003530679,0.0002914934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00296895,0.000006147166,0.9863496,0.00004248339,0.0006063146,0.000008805569,0.0002968734,0.0002234677,0.000009714621,0.00004822167,0.000140635,0.009298733],"study_design_scores_gemma":[0.01428969,0.001007333,0.9777775,0.0001929883,0.001003949,0.000003338077,0.0001294093,0.004852369,0.00002696441,0.0003465359,0.0001231975,0.0002466792],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872258,0.00008978177,0.0007969643,0.006730511,0.0008085917,0.004143228,0.00002114318,0.00005509661,0.0001288863],"genre_scores_gemma":[0.9960279,0.00001525938,0.0001874865,0.00008121336,0.003166212,0.000001394681,0.0001117797,0.00004136761,0.000367398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01132074,"threshold_uncertainty_score":0.8876386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02897034902855488,"score_gpt":0.3244562412824145,"score_spread":0.2954858922538596,"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."}}