{"id":"W2969843838","doi":"10.1164/rccm.201905-0932le","title":"Which Biopsy to Diagnose Interstitial Lung Disease? A Call for Evidence and Unity","year":2019,"lang":"en","type":"letter","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Context (archaeology); Radiological weapon; Radiology; Biopsy; Lung; Interstitial lung disease; Intensive care medicine; 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":[0.01678569,0.001136499,0.003172474,0.003180341,0.004398062,0.007481162,0.004594042,0.04609466,0.007684934],"category_scores_gemma":[0.07594772,0.001154042,0.002866406,0.001632299,0.008530014,0.0221593,0.003601147,0.07246362,0.007219474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006650059,"about_ca_system_score_gemma":0.006456369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00297711,"about_ca_topic_score_gemma":0.006346582,"domain_scores_codex":[0.985163,0.004646196,0.003937329,0.001142126,0.004399484,0.0007118911],"domain_scores_gemma":[0.9306378,0.03668221,0.00289018,0.002912862,0.01997063,0.006906256],"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":[0.0001758242,0.0002123753,0.003890043,0.0007628929,0.00008991548,0.01227199,0.0004769339,0.0003864868,0.0007293793,0.01095005,0.8713073,0.09874669],"study_design_scores_gemma":[0.0002694799,0.00024139,0.003459192,0.008540217,0.0001313226,0.03977185,0.003673749,0.001898287,0.000407075,0.1122933,0.8289075,0.0004066255],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000286074,0.005912258,0.0005367224,0.975261,0.01652877,0.00001978187,0.00001927805,0.0000276998,0.001408371],"genre_scores_gemma":[0.006536396,0.01538118,0.003725976,0.8461695,0.1256195,0.00007368458,0.0000843879,0.00004393865,0.002365392],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04609466,"threshold_uncertainty_score":0.08877224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02385684829257735,"score_gpt":0.3380866533736436,"score_spread":0.3142298050810662,"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."}}