{"id":"W4291783004","doi":"10.1097/tp.0000000000004231","title":"Assessing the Relationship Between Molecular Rejection and Parenchymal Injury in Heart Transplant Biopsies","year":2022,"lang":"en","type":"article","venue":"Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Pathology; Medicine; Heart transplantation; Biopsy; Parenchyma; Transplantation; Internal medicine","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":[0.0007377994,0.0001320418,0.000207488,0.0002158683,0.0003419486,0.00004269098,0.00005207151,0.00005767016,0.00002865442],"category_scores_gemma":[0.00002174135,0.0001089948,0.00006225372,0.000394575,0.00005697548,0.0002183606,0.000004584739,0.0003978172,0.000001807292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005061998,"about_ca_system_score_gemma":0.00006022039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002209019,"about_ca_topic_score_gemma":0.00003407876,"domain_scores_codex":[0.9985448,0.000386664,0.0003433273,0.0002374893,0.0003060912,0.0001816587],"domain_scores_gemma":[0.9991804,0.0005666168,0.00006000116,0.0001243956,0.00001755023,0.00005107258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001859667,0.0000249547,0.987925,0.0001617078,0.00001573572,0.0000464931,0.002784156,0.0001004645,0.006987654,0.000756904,0.000005055883,0.001005934],"study_design_scores_gemma":[0.001131334,0.0001354689,0.9943305,0.00009041274,0.0002269927,0.0003061821,0.0006089613,0.0001013053,0.002224929,0.0006423278,0.00007755835,0.0001240213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988942,0.0001720326,0.007780335,0.002322148,0.0001124868,0.0003841275,0.00007417679,0.0000590441,0.000153706],"genre_scores_gemma":[0.9965467,0.00008619061,0.002590536,0.0002944965,0.00004293912,0.00007131836,0.0003242985,0.00001741303,0.00002605383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007604811,"threshold_uncertainty_score":0.4444678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06515366242728356,"score_gpt":0.3784538072962213,"score_spread":0.3133001448689378,"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."}}