{"id":"W4410854361","doi":"10.1007/978-3-031-85967-0_15","title":"Eosinophilic Pneumonias","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":"Eosinophilic; Medicine; Pathology","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":[0.0002160893,0.0006292447,0.0004212272,0.0008559117,0.0005827456,0.001332839,0.0004497622,0.000878815,0.02637722],"category_scores_gemma":[0.0004401237,0.0001872824,0.0003326249,0.0004792803,0.0006162505,0.001126037,0.001249936,0.001550966,0.01097302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004172384,"about_ca_system_score_gemma":0.0005550629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007613185,"about_ca_topic_score_gemma":0.00305168,"domain_scores_codex":[0.9998375,0.00004009892,0.000009662421,0.00001699489,0.00006907545,0.0000265644],"domain_scores_gemma":[0.9999151,0.00003200962,0.000007041318,0.000008121931,0.00002059545,0.00001706262],"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":[0.00004953052,0.0001241507,0.0004165607,0.0005996026,0.00001317772,0.001711925,0.0006420842,0.0003422749,0.001826151,0.08274505,0.5135195,0.39801],"study_design_scores_gemma":[0.000003617133,0.00001768701,0.000386653,0.0002226911,0.00000303632,0.001546917,0.00007423705,0.00003032747,0.0001000224,0.005291431,0.9923204,0.000002872589],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00208887,0.169744,0.002174034,0.004420818,0.006229942,0.0001007534,0.0001386938,0.000112001,0.8149909],"genre_scores_gemma":[0.008283641,0.07596728,0.001541027,0.004343336,0.003748422,0.00006190829,0.0001632909,0.00003941854,0.9058517],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02637722,"threshold_uncertainty_score":0.08824062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01088638159675536,"score_gpt":0.2445724742637834,"score_spread":0.2336860926670281,"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."}}