{"id":"W4410854276","doi":"10.1007/978-3-031-85967-0_2","title":"Imaging in Interstitial Lung Disease","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; Disease; 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":[0.0004251216,0.00090726,0.000700058,0.001795072,0.0005493098,0.0017904,0.0007952391,0.001838614,0.03937387],"category_scores_gemma":[0.0009300237,0.0003557976,0.000382071,0.0009632384,0.001023275,0.002047066,0.001315638,0.002531979,0.01758753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007451043,"about_ca_system_score_gemma":0.0005849941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001146277,"about_ca_topic_score_gemma":0.004188218,"domain_scores_codex":[0.9998148,0.00004744689,0.000009115661,0.00001909811,0.00009424025,0.00001527884],"domain_scores_gemma":[0.9996682,0.0002167104,0.0000126892,0.00001821995,0.00005226148,0.00003194187],"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":[0.00001901911,0.00004373084,0.0001044594,0.000746738,0.00001027503,0.0004320176,0.0002811159,0.0005134247,0.001240404,0.07261188,0.5645092,0.3594878],"study_design_scores_gemma":[0.000002735091,0.00001348103,0.0001422472,0.0004517596,0.000004354171,0.001469902,0.00004383931,0.0001175118,0.0001461029,0.01512006,0.9824812,0.000006791828],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006239716,0.3415388,0.01164895,0.006279412,0.01014028,0.00006175143,0.0001640254,0.0002547215,0.629288],"genre_scores_gemma":[0.004913114,0.1627896,0.008616244,0.007431827,0.008316253,0.00009416397,0.0002015805,0.0002126633,0.8074246],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03937387,"threshold_uncertainty_score":0.1317188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006727170125590938,"score_gpt":0.252346251204196,"score_spread":0.2456190810786051,"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."}}