{"id":"W7160585535","doi":"","title":"Analysis of predictors of the development of chronic heart failure in patients after coronary bypass on a working heart","year":2023,"lang":"uk","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heart failure; Coronary heart disease; Bypass operation; Coronary artery bypass surgery; Heart bypass","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009742592,0.0002189039,0.0003586527,0.0009142673,0.0003704595,0.0007926045,0.0003761422,0.000481829,0.002990961],"category_scores_gemma":[0.004077888,0.0002452689,0.0007394314,0.0009742067,0.000247393,0.0005756412,0.0004703507,0.000954569,0.0003883583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002866753,"about_ca_system_score_gemma":0.0007405998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004313828,"about_ca_topic_score_gemma":0.004566118,"domain_scores_codex":[0.9994901,0.0001707697,0.0000620343,0.00006525239,0.0001075522,0.0001041782],"domain_scores_gemma":[0.9974682,0.0008817841,0.0006519104,0.0001333739,0.0002272424,0.0006373858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001148254,0.00002623167,0.998657,0.000006762352,0.0000249864,0.00003267486,0.00003044137,0.00002014415,0.00002388368,0.00001576471,0.00007400227,0.0009731437],"study_design_scores_gemma":[0.000009296194,0.0001067471,0.9991208,0.00001141599,0.00004205374,0.0001010815,0.0001897839,0.0002033969,0.00002341802,0.00004920454,0.0001389368,0.00000386927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972153,0.0007160743,0.0001654847,0.0001434569,0.00002389644,0.00001410072,0.0005375492,0.00000346912,0.001180671],"genre_scores_gemma":[0.9989101,0.0002222634,0.0001084772,0.00001490969,0.00002657689,0.00001479156,0.0004543934,0.000001861334,0.0002466048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004313828,"threshold_uncertainty_score":0.01000577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02212240853312644,"score_gpt":0.2713595375149005,"score_spread":0.2492371289817741,"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."}}