{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009508395,0.0000989955,0.0001678613,0.0002752909,0.00001101574,0.000008816772,0.0000491118,0.00005433291,0.0001853221],"category_scores_gemma":[0.00002458877,0.00007762392,0.0001093963,0.0001099352,0.00003021354,0.00005700623,0.000001913106,0.00007729876,0.000007802568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001637527,"about_ca_system_score_gemma":0.00007258819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001633262,"about_ca_topic_score_gemma":0.0000688864,"domain_scores_codex":[0.9992649,0.00005016573,0.0002326984,0.0001736163,0.0001853137,0.00009330015],"domain_scores_gemma":[0.9994099,0.0004383658,0.00002226022,0.00007375532,0.00002615128,0.00002953087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03178068,0.001327871,0.6578298,0.001397124,0.002070372,0.01357836,0.007765009,0.0004841574,0.1556031,0.07591102,0.0002299301,0.05202253],"study_design_scores_gemma":[0.01573285,0.002570516,0.7717963,0.002306875,0.001278191,0.001574564,0.0002405122,0.006640394,0.1788617,0.0008413329,0.0175954,0.0005613115],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863884,0.001650804,0.004638432,0.001688825,0.001296596,0.0001947376,0.0001631721,0.00007178548,0.003907287],"genre_scores_gemma":[0.9955847,0.001517564,0.002115847,0.00003401476,0.00005231831,0.0000288634,0.0001401645,0.000009800778,0.0005166778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1139666,"threshold_uncertainty_score":0.3165412,"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."}}