{"id":"W3038178446","doi":"10.5858/arpa.2020-0052-ra","title":"Histopathologic Assessment of Suspected Idiopathic Pulmonary Fibrosis: Where We Are and Where We Need to Go","year":2020,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Medicine; Idiopathic pulmonary fibrosis; Usual interstitial pneumonia; Guideline; Context (archaeology); Lung biopsy; Interstitial lung disease; Intensive care medicine; Pathology; Biopsy; Gold standard (test); Radiology; Lung; 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":[0.01050737,0.0004497268,0.0009006402,0.002862629,0.001071285,0.003567718,0.001835316,0.002286349,0.004868965],"category_scores_gemma":[0.05030423,0.0002841306,0.0003523969,0.002280002,0.002385325,0.005240117,0.001948103,0.002994619,0.002750257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001359606,"about_ca_system_score_gemma":0.005374373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004550939,"about_ca_topic_score_gemma":0.01169241,"domain_scores_codex":[0.9929348,0.00240023,0.001849265,0.0005290918,0.002023263,0.0002633655],"domain_scores_gemma":[0.9481199,0.00950373,0.008062051,0.001735482,0.02944998,0.003128873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002403316,0.000141514,0.1294947,0.00522947,0.0001056252,0.003661407,0.001075126,0.0003417951,0.001981025,0.005418642,0.3403351,0.5119752],"study_design_scores_gemma":[0.000167277,0.0004278815,0.1857928,0.05008592,0.0003896168,0.0337454,0.01586242,0.001944533,0.00247722,0.03625105,0.6725284,0.0003274512],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05228079,0.2124027,0.02153731,0.6432443,0.01676793,0.0008829964,0.003419572,0.0007213629,0.04874302],"genre_scores_gemma":[0.5235918,0.2019027,0.0862333,0.1485549,0.02586669,0.0004761098,0.005954964,0.0004071121,0.007012341],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01050737,"threshold_uncertainty_score":0.05556899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01436581766773666,"score_gpt":0.2721550092218701,"score_spread":0.2577891915541334,"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."}}