{"id":"W4415300190","doi":"10.1016/b978-0-443-13279-7.00055-9","title":"Posttransplant heart failure","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stollery Children's Hospital; University of Alberta","funders":"","keywords":"Heart failure; Heart transplantation; Transplantation; Management of heart failure; Heart disease","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":[0.0002626907,0.0003844297,0.0003060694,0.0004864659,0.000463245,0.001010702,0.0002676361,0.0004980721,0.1235602],"category_scores_gemma":[0.0005342282,0.0001081912,0.0002387941,0.000353187,0.0002425908,0.0005866292,0.0007280799,0.001437995,0.04398464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002812918,"about_ca_system_score_gemma":0.0004538305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006908927,"about_ca_topic_score_gemma":0.00342335,"domain_scores_codex":[0.9999119,0.00001893102,0.000004295662,0.00001118413,0.00004171815,0.00001201911],"domain_scores_gemma":[0.9998957,0.00004373505,0.000005743414,0.000008337386,0.0000184691,0.00002803013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001526078,0.00006150128,0.0003760393,0.0001348821,0.000006516302,0.0002505914,0.00009422253,0.00007000522,0.0002361568,0.009870874,0.4263423,0.5625417],"study_design_scores_gemma":[0.000006708592,0.00003137455,0.002109274,0.0004033411,0.000004395115,0.0009513146,0.00006446918,0.00006665542,0.0001008983,0.005097064,0.99116,0.000004450495],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001371953,0.03676525,0.001735403,0.005723112,0.005637327,0.00003512876,0.0002051695,0.0001818965,0.9483447],"genre_scores_gemma":[0.006391449,0.02361712,0.0009944324,0.003347634,0.002716105,0.00004948044,0.0002632116,0.00005309276,0.9625676],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1235602,"threshold_uncertainty_score":0.4133499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01790505851942282,"score_gpt":0.2887562518853755,"score_spread":0.2708511933659527,"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."}}