{"id":"W4402145512","doi":"10.1111/his.15311","title":"Pathological features of connective tissue disease‐associated interstitial lung disease in transbronchial cryobiopsies","year":2024,"lang":"en","type":"article","venue":"Histopathology","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Idiopathic pulmonary fibrosis; CTD; Usual interstitial pneumonia; Honeycombing; Interstitial lung disease; Pathology; Connective tissue disease; Hypersensitivity pneumonitis; Pulmonary fibrosis; Fibrosis; Pathological; Connective tissue; Lung; Internal medicine; Disease; Autoimmune disease","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":[0.0002016979,0.0002721964,0.0005683913,0.0003152811,0.00005793975,0.00001657855,0.0001374017,0.000186037,0.0002904555],"category_scores_gemma":[0.0003234281,0.0002389936,0.0003064067,0.0002531182,0.0005176855,0.0001025969,0.00006039601,0.0003923178,0.00002131625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000337813,"about_ca_system_score_gemma":0.0003138098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005668211,"about_ca_topic_score_gemma":0.00002857753,"domain_scores_codex":[0.9981398,0.000214267,0.000445776,0.0005761269,0.0002315018,0.0003925567],"domain_scores_gemma":[0.9991603,0.0001194431,0.00006543096,0.000254735,0.00008414302,0.0003158782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1379985,0.008819115,0.2671773,0.0111251,0.0003082137,0.2283515,0.01482953,0.0002160574,0.1747768,0.1150871,0.02860676,0.01270415],"study_design_scores_gemma":[0.001488361,0.002367565,0.9866039,0.001678847,0.0007560577,0.0002234134,0.0001772407,0.001219603,0.0001986125,0.001746123,0.003111159,0.0004291822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688922,0.02207093,0.0007477519,0.002144539,0.001826117,0.0007255715,0.0008749342,0.0002362,0.002481717],"genre_scores_gemma":[0.9979892,0.0001427871,0.0000576767,0.0002812918,0.0002882124,0.00007677726,0.0002494321,0.00003658928,0.0008780756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7194266,"threshold_uncertainty_score":0.9745877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008262483689838267,"score_gpt":0.2760563730801811,"score_spread":0.2677938893903428,"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."}}