{"id":"W4362455806","doi":"10.1183/13993003.00033-2023","title":"The alternative approach: genomic classifiers for prognostication in interstitial lung disease","year":2023,"lang":"en","type":"letter","venue":"European Respiratory Journal","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Idiopathic pulmonary fibrosis; Usual interstitial pneumonia; Medicine; Interstitial lung disease; Lung; Interstitial pneumonia; Pulmonary fibrosis; Disease; Fibrosis; Pathology; Pneumonia; 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":[0.003359057,0.0005916212,0.000994874,0.0009812447,0.001088078,0.00274042,0.001195105,0.009001072,0.005500662],"category_scores_gemma":[0.02614726,0.0002684544,0.0006937304,0.0005762093,0.002077095,0.003556716,0.001113955,0.01314839,0.006182223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001870128,"about_ca_system_score_gemma":0.0007336413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007855795,"about_ca_topic_score_gemma":0.001119301,"domain_scores_codex":[0.9976847,0.001296042,0.0001922999,0.0002655534,0.000416341,0.000144922],"domain_scores_gemma":[0.9851462,0.01112709,0.0003592423,0.0006462209,0.002061368,0.0006597934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005164071,0.0000860227,0.008474718,0.0003366074,0.000159449,0.01074233,0.0003990374,0.001131078,0.001993409,0.03523519,0.6627268,0.2781988],"study_design_scores_gemma":[0.0003436887,0.0003749267,0.004670751,0.001208734,0.0001777277,0.04311478,0.000576687,0.01292306,0.00175971,0.291418,0.6432882,0.0001436545],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002682077,0.01454572,0.01381849,0.9443195,0.01386864,0.00005433112,0.0002438642,0.00018818,0.0102791],"genre_scores_gemma":[0.1106595,0.02598532,0.02648629,0.6095369,0.2074384,0.0003458416,0.000613837,0.0001697439,0.01876412],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.009001072,"threshold_uncertainty_score":0.01840156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04893317118849913,"score_gpt":0.2949756802958332,"score_spread":0.2460425091073341,"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."}}