{"id":"W4409780837","doi":"10.1016/j.healun.2025.02.245","title":"Mapping Discrepancies Between Histology and MMDx in a Population of 1431 Heart Transplant Biopsies","year":2025,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; The Metabolomics Innovation Centre","funders":"","keywords":"Histology; Population; Medicine; Biology; Pathology; Environmental health","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":[0.003837211,0.0003809852,0.0005430882,0.002532735,0.0007437922,0.001576571,0.0009060058,0.0006693457,0.001457441],"category_scores_gemma":[0.01298206,0.0004986516,0.0004831913,0.002342264,0.0006199743,0.0008052011,0.001329476,0.0004730167,0.0005349317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005568131,"about_ca_system_score_gemma":0.0004709545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00450601,"about_ca_topic_score_gemma":0.005333445,"domain_scores_codex":[0.9957462,0.001304026,0.0006437381,0.0011294,0.0007283245,0.0004482971],"domain_scores_gemma":[0.9905955,0.002983704,0.003535922,0.001253271,0.001319929,0.0003118124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006655339,0.00001038767,0.9980403,0.0000118238,0.00003590622,0.00009869413,0.0002145018,0.00002665884,0.0002584572,0.00001846002,0.00006762086,0.001150639],"study_design_scores_gemma":[0.000003201118,0.00004207816,0.9973794,0.00001781086,0.0000416669,0.0008275573,0.0007435182,0.0002220596,0.0002935668,0.00003773726,0.0003860624,0.000005420162],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986312,0.0003315625,0.0003046952,0.00001578443,0.000005649552,0.0000102732,0.000400319,0.000006424362,0.0002941972],"genre_scores_gemma":[0.9987784,0.00008997808,0.000252242,0.00002947246,0.000007523081,0.00001479356,0.0006654544,0.0000120343,0.0001499946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00450601,"threshold_uncertainty_score":0.02029335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01810968035845337,"score_gpt":0.3218188723194978,"score_spread":0.3037091919610444,"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."}}