{"id":"W2109829811","doi":"10.1136/jcp.2009.068114","title":"Approach to a lung transplant biopsy","year":2009,"lang":"en","type":"article","venue":"Journal of Clinical Pathology","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Lung; Medicine; Biopsy; Lung transplantation; Lung biopsy; Pathology; Intensive care medicine; 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":[0.002116326,0.0001055241,0.0008143406,0.000140654,0.00002419686,0.000006131178,0.0001171714,0.0001886927,0.00002661565],"category_scores_gemma":[0.0004181243,0.00006949228,0.0003963397,0.0001309224,0.00005034273,0.00004531659,0.000003626174,0.0005355597,0.00001048755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001063207,"about_ca_system_score_gemma":0.00009817801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.58509e-7,"about_ca_topic_score_gemma":2.382858e-7,"domain_scores_codex":[0.9979126,0.0002686722,0.001263998,0.0001561335,0.0002115619,0.0001870009],"domain_scores_gemma":[0.9987178,0.0004123024,0.0002743868,0.0001508953,0.0001243071,0.0003203279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01156547,0.003932327,0.7463838,0.0002409414,0.0003976332,0.01377906,0.003049384,0.00008638199,0.01683687,0.005906412,0.003842001,0.1939797],"study_design_scores_gemma":[0.00313944,0.001949939,0.9806182,0.00008831555,0.0003166593,0.0113847,0.00004111969,0.0000455397,0.0001339594,0.0005971979,0.001596521,0.00008841878],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.842186,0.000261104,0.1438237,0.007807863,0.0007369216,0.0001561066,0.000005947242,0.00001652121,0.005005839],"genre_scores_gemma":[0.7963061,0.0001814124,0.1971972,0.005490302,0.0006744001,6.754899e-7,0.000002571116,0.000007217818,0.0001401157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2342343,"threshold_uncertainty_score":0.2833813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1045410881131201,"score_gpt":0.4719769421593326,"score_spread":0.3674358540462125,"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."}}