{"id":"W3107779869","doi":"10.1136/heartjnl-2020-317741","title":"Comorbidity burden in patients undergoing left atrial appendage closure","year":2020,"lang":"en","type":"article","venue":"Heart","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Comorbidity; Internal medicine; Stroke (engine); Atrial fibrillation; Odds ratio; Logistic regression; Cohort; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001062165,0.0000844462,0.0002273192,0.00004676198,0.00003688557,0.0000151311,0.00003533188,0.00005232886,0.0004863947],"category_scores_gemma":[0.0001941237,0.00007823289,0.0001254281,0.0001228855,0.00001402641,0.00007104842,0.00005396031,0.0001087554,0.0003626249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003122795,"about_ca_system_score_gemma":0.00003396212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001930655,"about_ca_topic_score_gemma":0.00001758887,"domain_scores_codex":[0.9992093,0.00004324294,0.0002091058,0.0001669494,0.0002220534,0.0001493311],"domain_scores_gemma":[0.9996805,0.00006473385,0.0000351117,0.0001070061,0.00001743307,0.0000952735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002263789,0.000002751583,0.9925391,0.00004728188,0.00001624403,0.00000670818,0.0001866633,0.00006103496,0.00002512517,0.000122611,0.006519833,0.0002462708],"study_design_scores_gemma":[0.003824298,0.0001935928,0.8396227,0.00002675938,0.00003129805,6.499235e-7,0.00006301672,0.0003065961,0.00003601949,0.00003434066,0.1557765,0.00008417991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726756,0.00004375725,0.0000309397,0.02353661,0.0002767311,0.0004374626,0.00000322948,0.0000662922,0.002929376],"genre_scores_gemma":[0.9969995,0.00001219659,0.0002108004,0.0008808607,0.001311945,5.669765e-8,0.00004466446,0.00001244325,0.0005275058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1529164,"threshold_uncertainty_score":0.532568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06886368558501017,"score_gpt":0.3207456031789842,"score_spread":0.251881917593974,"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."}}