{"id":"W4401040013","doi":"10.3389/ti.2024.12847","title":"Treatment Responses in Histologic Versus Molecular Diagnoses of Lung Rejection","year":2024,"lang":"en","type":"article","venue":"Transplant International","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; The Metabolomics Innovation Centre","funders":"","keywords":"Medicine; Histology; Biopsy; Internal medicine; Lung transplantation; Lung; Retrospective cohort study; Medical diagnosis; Gastroenterology; Pathology","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":[0.005127666,0.0002170331,0.0004448364,0.0009949247,0.0002165129,0.0006835372,0.0003705554,0.0003698267,0.0009799238],"category_scores_gemma":[0.009974181,0.0001411569,0.0004368082,0.000630524,0.0003481222,0.0005378538,0.0005060736,0.0003745324,0.0001683934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003407086,"about_ca_system_score_gemma":0.0001806618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006085551,"about_ca_topic_score_gemma":0.001009758,"domain_scores_codex":[0.9952191,0.002120708,0.0006751082,0.0008046683,0.0007873329,0.0003931845],"domain_scores_gemma":[0.9908431,0.003327515,0.004180254,0.0006746495,0.000700825,0.000273664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003615216,0.00001924796,0.9964988,0.00001912861,0.00007517383,0.00004416634,0.0000412737,0.00008029083,0.0005040716,0.00001446991,0.00002909112,0.002312759],"study_design_scores_gemma":[0.000007590883,0.0001832614,0.9979662,0.0000155177,0.00006101096,0.0003337319,0.0001299566,0.0004455599,0.0005663141,0.0000393605,0.0002474311,0.00000409733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969765,0.001377505,0.0006867826,0.0000468291,0.00001938758,0.00002639747,0.0002585121,0.000004449848,0.0006036823],"genre_scores_gemma":[0.9994583,0.0000774834,0.000143204,0.00002644744,0.00001619049,0.00001092549,0.0002058477,0.000002522267,0.00005914301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005127666,"threshold_uncertainty_score":0.02711803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0427566954019875,"score_gpt":0.3797309991050512,"score_spread":0.3369743037030637,"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."}}