{"id":"W4403027034","doi":"10.23736/s2724-5683.24.06566-9","title":"Atrial fibrillation in transthyretin amyloidotic cardiomyopathy: prevalence and echocardiographic predictors","year":2024,"lang":"en","type":"article","venue":"Minerva Cardiology and Angiology","topic":"Amyloidosis: Diagnosis, Treatment, Outcomes","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Transthyretin; Atrial fibrillation; Internal medicine; Cardiology; Medicine; Cardiomyopathy; Heart failure","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005973149,0.0002050976,0.0002637679,0.000750162,0.0003296743,0.0005481338,0.0002487781,0.0005216865,0.001450081],"category_scores_gemma":[0.002499701,0.0002165271,0.0002640613,0.0006946791,0.0003051935,0.0004393489,0.0003835842,0.000450602,0.0003013021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001058784,"about_ca_system_score_gemma":0.0001650116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006665346,"about_ca_topic_score_gemma":0.0006373191,"domain_scores_codex":[0.9996114,0.00008878864,0.00006265246,0.00009390389,0.00007616122,0.00006703346],"domain_scores_gemma":[0.9977427,0.0005980706,0.001031686,0.0000959009,0.0001716303,0.0003600589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003523321,0.000009495252,0.9993876,0.000002250301,0.000005970663,0.0001242859,0.00001494597,0.00001077405,0.0001023725,0.000003357633,0.00001042285,0.0002934395],"study_design_scores_gemma":[0.000003958798,0.0000887706,0.9968678,0.00000451013,0.00001352711,0.002667834,0.0001041615,0.0001301811,0.0000420971,0.00002234852,0.00005261616,0.000002094473],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995372,0.0001867972,0.00005634505,0.00001595355,0.000003352514,0.000002153173,0.00004585712,0.000001357335,0.0001509213],"genre_scores_gemma":[0.9998012,0.00006804273,0.00003238016,0.000005471772,0.00001006939,0.000002012382,0.00006014912,6.311928e-7,0.00002019756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001450081,"threshold_uncertainty_score":0.004851043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006816000392239441,"score_gpt":0.2351225319167362,"score_spread":0.2283065315244968,"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."}}