{"id":"W4408797630","doi":"10.1016/j.labinv.2024.103926","title":"1681 The CRYOSOLUTION Study: Standardizing Cryobiopsy Diagnosis for Interstitial Lung Disease by 20 Pathologists from 15 Countries","year":2025,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; Toronto General Hospital; St. Paul's Hospital","funders":"","keywords":"Interstitial lung disease; Medicine; Lung; Pathology; Lung disease; 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":[0.0003514511,0.0002374867,0.0002892797,0.00008923902,0.0004363314,0.0001408588,0.0001598547,0.000108872,0.00005743215],"category_scores_gemma":[0.0005520084,0.0001901119,0.0001209449,0.000322087,0.0003579476,0.0003048841,0.00006422884,0.0001845877,0.000009057335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003302411,"about_ca_system_score_gemma":0.0005499033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001260975,"about_ca_topic_score_gemma":0.00004444899,"domain_scores_codex":[0.9984238,0.0001587739,0.0003958406,0.0004432594,0.000317974,0.0002603728],"domain_scores_gemma":[0.9985994,0.0002010249,0.0001564766,0.0003945491,0.0004809698,0.0001676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01186743,0.0008499365,0.5559403,0.001095664,0.0005766192,0.0001116488,0.002045633,0.00006929335,0.0196361,0.007878534,0.3993117,0.0006171542],"study_design_scores_gemma":[0.01927583,0.007777593,0.4464876,0.009128692,0.0123519,0.000006357395,0.01251402,0.02036388,0.02812577,0.02055335,0.4204834,0.002931656],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9708798,0.005760221,0.005384135,0.008366299,0.001312431,0.002305093,0.005658483,0.0001953739,0.0001381624],"genre_scores_gemma":[0.9928201,0.00008341843,0.0001348664,0.004574238,0.0004629796,0.0008212633,0.0009508735,0.00002539615,0.0001269096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1094527,"threshold_uncertainty_score":0.7752537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008630911247517106,"score_gpt":0.2797014748961575,"score_spread":0.2710705636486404,"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."}}