{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002126666,0.0003118752,0.000305535,0.0009272348,0.0002147417,0.0005634943,0.000336798,0.0004025385,0.001623271],"category_scores_gemma":[0.001768875,0.0001476649,0.0002289808,0.0005948378,0.0002803948,0.000292337,0.0004567243,0.00041932,0.0002737807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002563371,"about_ca_system_score_gemma":0.000199546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003024666,"about_ca_topic_score_gemma":0.0006249743,"domain_scores_codex":[0.9989921,0.0003562401,0.0001078182,0.0002043283,0.0002387287,0.0001006977],"domain_scores_gemma":[0.9984595,0.0003235782,0.0007833018,0.00007841729,0.0001830288,0.0001721388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002445845,0.00008396043,0.9778374,0.00009371556,0.0001576784,0.00007981209,0.00005431905,0.0002160171,0.009920213,0.0000536939,0.0001978875,0.00885935],"study_design_scores_gemma":[0.0000572636,0.000863853,0.9932346,0.0000224129,0.0001151121,0.0004390927,0.0001054823,0.001001643,0.003490891,0.0001045732,0.0005584033,0.000006706267],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957569,0.001210468,0.001611526,0.0000539096,0.000009066428,0.00008146032,0.0004554085,0.00001472966,0.0008064995],"genre_scores_gemma":[0.9968365,0.0002968056,0.001594587,0.00006087881,0.00002265526,0.00007454995,0.0009072213,0.000004839886,0.000201908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002126666,"threshold_uncertainty_score":0.01124698,"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."}}