{"id":"W2903326367","doi":"10.1183/13993003.01164-2018","title":"Procedure volume and mortality after surgical lung biopsy in interstitial lung disease","year":2018,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; SickKids Foundation; Hospital for Sick Children; Public Health Ontario; University of Toronto","funders":"Canadian Institutes of Health Research; Government of Ontario; Health Canada; Reseau canadien de recherche respiratoire; Ontario Ministry of Health and Long-Term Care; Insmed; Institute for Clinical Evaluative Sciences; AstraZeneca; University Health Network; F. Hoffmann-La Roche; University Health Network Foundation; Amgen","keywords":"Medicine; Interstitial lung disease; Lung; Lung biopsy; Lung volumes; Lung disease; Biopsy; Disease; Radiology; Pathology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0007924417,0.0001837812,0.0002931243,0.0005192276,0.0002839727,0.000664879,0.0005121359,0.0003815835,0.000997532],"category_scores_gemma":[0.003846687,0.0001907111,0.000854892,0.0006483671,0.0003625661,0.000416507,0.0005668412,0.0006201489,0.0001006368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001008439,"about_ca_system_score_gemma":0.0008140602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02544507,"about_ca_topic_score_gemma":0.04479954,"domain_scores_codex":[0.9992778,0.0001969676,0.00007662881,0.0001297448,0.0001706364,0.0001483989],"domain_scores_gemma":[0.9969242,0.0007026924,0.0015273,0.0001789045,0.0002230562,0.0004438295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001018471,0.000008876968,0.9988917,0.00001080594,0.00006180258,0.0000262524,0.00001858512,0.00006233431,0.00006564311,0.00001231598,0.00003536249,0.0007044459],"study_design_scores_gemma":[0.000003244932,0.00005046368,0.9994223,0.000007357524,0.00002306994,0.00008406857,0.00004979687,0.0002556593,0.00002371546,0.00002063967,0.00005724286,0.000002478477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988041,0.0006157779,0.00009382814,0.00005313884,0.000005365056,0.000003362512,0.0002410541,0.000002702955,0.0001805887],"genre_scores_gemma":[0.9994468,0.0001144867,0.0000347999,0.00001108302,0.000009323995,0.00000239808,0.0003272147,0.000001048359,0.00005285497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02544507,"threshold_uncertainty_score":0.05059391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0133945619658962,"score_gpt":0.2838628597502335,"score_spread":0.2704682977843372,"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."}}