{"id":"W3017629673","doi":"10.1111/ajt.15957","title":"Highlights from the clinical trials in organ transplantation (CTOT)-20 and CTOT-22 Consortium studies in lung transplant","year":2020,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"National Institute of Allergy and Infectious Diseases; National Institutes of Health","keywords":"Medicine; Lung; Bronchoalveolar lavage; Lung transplantation; Transplantation; Pathology; 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":[0.004228006,0.0002922707,0.00176291,0.0002240004,0.00007262287,0.00003109976,0.0001641125,0.0001053464,0.00003188512],"category_scores_gemma":[0.0003678497,0.0001897399,0.0003038172,0.0005328567,0.000390277,0.0002838825,0.000003631992,0.0006579509,0.000002244142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005087368,"about_ca_system_score_gemma":0.0001929422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002202449,"about_ca_topic_score_gemma":0.0005391443,"domain_scores_codex":[0.9937413,0.002475016,0.002664726,0.0003496995,0.0004743834,0.0002948998],"domain_scores_gemma":[0.9919713,0.006606308,0.0009261936,0.0001258889,0.0001312522,0.0002390293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01588799,0.0001981423,0.8946598,0.000732699,0.0007813315,0.002447039,0.05862411,0.0001601418,0.01088247,0.0002349855,0.00008661225,0.01530466],"study_design_scores_gemma":[0.01373457,0.001356906,0.9696835,0.001629097,0.002529969,0.0008301141,0.005843665,0.0003521253,0.003385013,0.0001953409,0.0001439022,0.0003158061],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696175,0.001890033,0.01433394,0.01301397,0.0003631231,0.0005288759,0.0001991024,0.0000217728,0.00003164616],"genre_scores_gemma":[0.9442128,0.04685273,0.006602853,0.001830288,0.0003611685,0.000009296376,0.00009950018,0.00002739698,0.00000394384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07502367,"threshold_uncertainty_score":0.7737371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1596205164137244,"score_gpt":0.4558185379329429,"score_spread":0.2961980215192185,"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."}}