{"id":"W3014180885","doi":"10.1097/pas.0000000000001479","title":"GLILD Revisited","year":2020,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Immunodeficiency and Autoimmune Disorders","field":"Immunology and Microbiology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Common variable immunodeficiency; Medicine; Pathology; Lung; Interstitial lung disease; Disease; Biopsy; Pneumonia; Immunology; Antibody; 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":[0.0005466079,0.0001330133,0.0005488379,0.00005231523,0.0001390715,0.000008016841,0.0005368909,0.00005592736,0.0003708863],"category_scores_gemma":[0.000127056,0.00007802424,0.0002355027,0.0003641985,0.001171879,0.00005330003,0.00008124749,0.0006491105,0.0003093084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009142659,"about_ca_system_score_gemma":0.00004261079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005013246,"about_ca_topic_score_gemma":2.835888e-8,"domain_scores_codex":[0.9983568,0.0006700886,0.000500991,0.0001331816,0.00004883555,0.0002901694],"domain_scores_gemma":[0.9988131,0.0002998114,0.0005979764,0.0001779975,0.00009534033,0.00001579002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008484409,0.000571236,0.003000279,0.0000268904,0.0007497083,0.00271731,0.008653324,0.0002281851,0.4982434,0.007384039,0.007146686,0.4627945],"study_design_scores_gemma":[0.004465858,0.005149722,0.01392109,0.00005039956,0.0002054529,0.01456901,0.004890592,0.00001401235,0.006675457,0.0007093882,0.9488907,0.0004582708],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9634528,0.02070383,0.000256294,0.01389112,0.000268981,0.00006243559,0.000005254774,0.00002370279,0.001335586],"genre_scores_gemma":[0.9966356,0.0006727681,0.00002555181,0.002544876,0.00002525494,9.797063e-7,0.000003674405,0.00001042337,0.00008093374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9417441,"threshold_uncertainty_score":0.4317836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01167438259612636,"score_gpt":0.2371934408056122,"score_spread":0.2255190582094859,"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."}}