{"id":"W4296474022","doi":"10.2139/ssrn.4215076","title":"Cluster and Survival Analysis Risk Models for Atrial Fibrillation in Patients with Sleep Apnea and Coronary Artery Disease","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Cardiovascular Disease and Adiposity","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Atrial fibrillation; Cardiology; Medicine; Sleep apnea; Internal medicine; Coronary artery disease; Cluster (spacecraft); Disease; Obstructive sleep apnea; Apnea","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":[0.00833408,0.001150255,0.001637479,0.001382157,0.001106663,0.001910131,0.002300806,0.001123687,0.008028671],"category_scores_gemma":[0.0114919,0.0007688092,0.005389907,0.001188669,0.0005099134,0.0009853011,0.001560044,0.00296778,0.0008472529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001085494,"about_ca_system_score_gemma":0.002268448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03834151,"about_ca_topic_score_gemma":0.02612801,"domain_scores_codex":[0.9974463,0.001281678,0.0001477257,0.0005937763,0.0001624691,0.0003681346],"domain_scores_gemma":[0.9897469,0.006558086,0.0008183083,0.001290551,0.0009269952,0.0006590214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01456062,0.0007039363,0.8676507,0.0002055176,0.01515569,0.0004052307,0.0005656556,0.0706372,0.0005548694,0.002983622,0.008276981,0.01830008],"study_design_scores_gemma":[0.0007816576,0.00121409,0.3658248,0.0001116163,0.006168864,0.0004331144,0.001134344,0.6144838,0.0003515558,0.00689337,0.002441224,0.0001615208],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849018,0.0008527805,0.008746291,0.0007381762,0.0002268412,0.00008700816,0.003252056,0.0002120327,0.0009830479],"genre_scores_gemma":[0.991986,0.0001858902,0.002753499,0.00005268291,0.00008145329,0.00009775337,0.0026208,0.00005511742,0.002166824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03834151,"threshold_uncertainty_score":0.07623672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004633617097488461,"score_gpt":0.2057268128454803,"score_spread":0.2010931957479918,"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."}}