{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006802016,0.0002365922,0.0002793826,0.0001979888,0.0001614375,0.0001158142,0.0001346359,0.0000536299,0.0007334488],"category_scores_gemma":[0.0001066726,0.0001972982,0.0001744271,0.0001526309,0.0003493045,0.000248484,0.0001315453,0.0005251432,0.00007724159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001331534,"about_ca_system_score_gemma":0.0002143537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003690978,"about_ca_topic_score_gemma":0.000002879616,"domain_scores_codex":[0.9980298,0.0003425325,0.0005071206,0.0003805475,0.0003467132,0.0003933172],"domain_scores_gemma":[0.9986604,0.00001288828,0.0001187399,0.0002541255,0.0001559918,0.000797894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01045956,0.0002509038,0.951331,0.0002903665,0.00007573373,0.03102372,0.0002597113,0.000001066647,0.0004464016,0.00004933131,0.004856342,0.0009558149],"study_design_scores_gemma":[0.001852138,0.001042071,0.9755034,0.001110355,0.0001891769,0.00140644,0.00006918307,0.0009757607,0.000009957066,0.00001503449,0.01755315,0.0002733298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908296,0.003163768,0.0000852461,0.0002644038,0.0004677868,0.0002158769,0.00003549749,0.00004041233,0.004897352],"genre_scores_gemma":[0.9952656,0.00004206561,0.00003327827,0.0009732088,0.003264165,0.000005579524,0.000005131196,0.00004875689,0.000362198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02961728,"threshold_uncertainty_score":0.8045585,"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."}}