{"id":"W4410852737","doi":"10.1007/978-3-031-85967-0_8","title":"Respiratory Bronchiolitis with Interstitial Lung Disease (RBILD), Smoking-Related Interstitial Fibrosis (SRIF), and Desquamative Interstitial Pneumonia (DIP)","year":2025,"lang":"en","type":"book-chapter","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; Vancouver General Hospital","funders":"","keywords":"Interstitial lung disease; Medicine; Bronchiolitis; Interstitial pneumonia; Respiratory system; Usual interstitial pneumonia; Lung; 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":[0.0001850254,0.0006998892,0.0004906001,0.001132886,0.0005150413,0.00117682,0.0005085481,0.0008520936,0.02789428],"category_scores_gemma":[0.0003122765,0.0002022268,0.0003410109,0.0008889883,0.0006161295,0.001243716,0.0008024421,0.001540791,0.01223791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004714066,"about_ca_system_score_gemma":0.0005467487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002020864,"about_ca_topic_score_gemma":0.00939421,"domain_scores_codex":[0.9998907,0.00001741863,0.000008468816,0.0000149767,0.0000558967,0.00001248513],"domain_scores_gemma":[0.9999093,0.00004295731,0.00000820183,0.000004987112,0.00001874124,0.0000158652],"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":[0.00003240023,0.00009243604,0.0003988227,0.0007107034,0.000008318498,0.0004431589,0.0003342639,0.0002354886,0.001286815,0.04346867,0.5815842,0.3714047],"study_design_scores_gemma":[0.000003825212,0.00002514143,0.0009616107,0.0002907547,0.000003785908,0.001281289,0.00008722166,0.0000838941,0.0001089309,0.006966802,0.9901814,0.000005264531],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001247409,0.3544894,0.002523883,0.004444362,0.01027932,0.0000857112,0.0003045883,0.0001656492,0.6264598],"genre_scores_gemma":[0.005431415,0.1272856,0.003150791,0.004344848,0.004514415,0.00007977812,0.0004399125,0.00006102188,0.8546923],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02789428,"threshold_uncertainty_score":0.09331566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007466337418592635,"score_gpt":0.2365467776526868,"score_spread":0.2290804402340941,"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."}}