{"id":"W3211196213","doi":"10.1016/j.ijcard.2021.10.135","title":"Proteomics: A promising approach to discover new biomarkers for atrial fibrillation","year":2021,"lang":"en","type":"letter","venue":"International Journal of Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute","funders":"National Heart, Lung, and Blood Institute; National Institutes of Health; Deutsche Forschungsgemeinschaft; European Commission","keywords":"Medicine; Scopus; Atrial fibrillation; Risk stratification; MEDLINE; Intensive care medicine; Internal medicine; Cardiology","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":[0.00435094,0.001039327,0.002305095,0.001392969,0.001558148,0.004225656,0.001326588,0.01602388,0.004811474],"category_scores_gemma":[0.01633488,0.0004297426,0.001695995,0.0008026073,0.002492643,0.005579862,0.001473839,0.02176057,0.004113299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001635469,"about_ca_system_score_gemma":0.001644074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007418582,"about_ca_topic_score_gemma":0.001241564,"domain_scores_codex":[0.9974038,0.000818174,0.0003302142,0.0002801557,0.0009810589,0.0001865753],"domain_scores_gemma":[0.9884921,0.007410512,0.0005013575,0.0004458149,0.002058818,0.001091263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004175884,0.0002840049,0.006047708,0.0005589144,0.0002902956,0.006116149,0.0001513232,0.0002931356,0.002078692,0.01274256,0.8326996,0.13832],"study_design_scores_gemma":[0.001127051,0.0008445065,0.007018342,0.001234453,0.0004088599,0.01488363,0.0007312031,0.004048087,0.00240446,0.1456279,0.8214576,0.0002139674],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009398114,0.01690305,0.001861256,0.9489651,0.02763808,0.00003318408,0.0001096648,0.00009944356,0.003450382],"genre_scores_gemma":[0.01851986,0.03012726,0.004752935,0.6776462,0.2631834,0.0001214422,0.0001670489,0.00005817102,0.005423761],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01602388,"threshold_uncertainty_score":0.02301025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07983098235053394,"score_gpt":0.3523975565573119,"score_spread":0.272566574206778,"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."}}