{"id":"W2990335548","doi":"10.1016/j.chest.2019.10.048","title":"Transbronchial Cryobiopsy for the Diagnosis of Interstitial Lung Diseases","year":2019,"lang":"en","type":"review","venue":"CHEST Journal","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":194,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"American College of Physicians","keywords":"Lung; Medicine; Interstitial lung disease; Radiology; Pathology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002322573,0.0004431516,0.001862455,0.0001718579,0.0001818469,0.00006859288,0.0004447129,0.0002634508,0.0003402984],"category_scores_gemma":[0.0001405182,0.0002558797,0.003171355,0.0001452815,0.0002074031,0.00009858222,0.00005305525,0.0006719944,0.00001643217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002278223,"about_ca_system_score_gemma":0.001012361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005609236,"about_ca_topic_score_gemma":5.683358e-7,"domain_scores_codex":[0.9979337,0.00008881379,0.000933872,0.0003012176,0.0003573006,0.0003850566],"domain_scores_gemma":[0.9979168,0.0006071473,0.0005975841,0.0003950346,0.000194261,0.0002891718],"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":[0.002234686,0.0005068622,0.0001307576,0.1312158,0.001993556,0.000106712,0.0001046107,0.000001321951,0.000001902433,0.0001433105,0.02180863,0.8417519],"study_design_scores_gemma":[0.0008397151,0.001608676,0.00005077877,0.03596808,0.01789242,0.0007232036,0.00005308683,0.00003673202,0.000001502777,0.00001691359,0.9425512,0.0002577115],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000123668,0.992981,0.0009081009,0.0002235273,0.003093309,0.001539454,0.001039862,0.00001680199,0.00018555],"genre_scores_gemma":[0.0007577189,0.9928417,0.00009218712,0.00008184569,0.005446301,0.0002147312,0.0001539515,0.00008806586,0.000323451],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9207426,"threshold_uncertainty_score":0.9999893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0588847414670546,"score_gpt":0.3602758834831639,"score_spread":0.3013911420161093,"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."}}