{"id":"W4367599582","doi":"10.1164/ajrccm-conference.2023.207.1_meetingabstracts.a2583","title":"Genomic Classifier for Usual Interstitial Pneumonia Predicts Progression in Fibrotic Lung Disease Across a Range of Clinical Diagnoses","year":2023,"lang":"en","type":"article","venue":"","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medical diagnosis; Interstitial lung disease; Medicine; Lung disease; Lung; Pneumonia; Disease; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001043353,0.0004090977,0.000644635,0.001508068,0.0005050782,0.001096131,0.0004434207,0.001002383,0.002774812],"category_scores_gemma":[0.007311183,0.0001252649,0.0007983327,0.0007034758,0.0003297391,0.0006516898,0.0006792843,0.0007389569,0.0007455972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000229309,"about_ca_system_score_gemma":0.000310822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002203774,"about_ca_topic_score_gemma":0.003769457,"domain_scores_codex":[0.9990491,0.0002455302,0.00009002462,0.0003122512,0.0001619604,0.0001410382],"domain_scores_gemma":[0.9961115,0.00215711,0.0006883398,0.0002778311,0.0004124418,0.0003528767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004768722,0.00007609282,0.9840985,0.00003324385,0.0002333364,0.0001893449,0.00004610841,0.0006911933,0.00175959,0.00008254647,0.001081206,0.01123205],"study_design_scores_gemma":[0.00004628197,0.0003878928,0.9760646,0.00005622509,0.000384204,0.001363405,0.0003049063,0.0175441,0.001219427,0.001323025,0.00127975,0.0000261281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917829,0.0007488264,0.001921383,0.0003887516,0.00007889811,0.00002648662,0.003704292,0.00007256148,0.001275787],"genre_scores_gemma":[0.9956825,0.00008509734,0.0007822951,0.00009416947,0.00007072589,0.00001378235,0.003028898,0.0000104554,0.0002320579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002774812,"threshold_uncertainty_score":0.009282649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05263456705154192,"score_gpt":0.4168977683912156,"score_spread":0.3642632013396737,"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."}}