{"id":"W2775754360","doi":"10.1111/ctr.13168","title":"Utility of transthoracic needle biopsy after lung transplantation","year":2017,"lang":"en","type":"article","venue":"Clinical Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Pneumothorax; Biopsy; Lung; Lung transplantation; Transplantation; Surgery; Lesion; Radiology; 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":[0.00192924,0.0001788802,0.000358395,0.001131605,0.0002940404,0.001072705,0.0003200651,0.0003563693,0.0007387914],"category_scores_gemma":[0.01816427,0.0001137751,0.0003594353,0.0007253796,0.0004132196,0.0007858041,0.0004959832,0.0003274588,0.0001231439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004689264,"about_ca_system_score_gemma":0.0004907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00149733,"about_ca_topic_score_gemma":0.002016503,"domain_scores_codex":[0.9980508,0.000886127,0.0002083666,0.0001495151,0.0005780464,0.0001272145],"domain_scores_gemma":[0.9885942,0.005351317,0.004032766,0.0003326506,0.001117143,0.0005719309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001592309,0.00002488734,0.9847456,0.00002557361,0.00002634995,0.0004038882,0.00004998596,0.00009600732,0.0002482607,0.00002480689,0.00005215748,0.0141433],"study_design_scores_gemma":[0.00001123787,0.000422846,0.9822081,0.00009844078,0.00009685085,0.01313576,0.0004990024,0.001667171,0.001170518,0.0001413,0.0005343157,0.00001451118],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935492,0.004622519,0.0006445828,0.0001346184,0.00001916723,0.000008650905,0.00006959851,0.00001265662,0.0009389363],"genre_scores_gemma":[0.9989721,0.0005873916,0.0002855386,0.00002950557,0.00002922758,0.000001956976,0.00006341633,0.000001708383,0.00002925569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00192924,"threshold_uncertainty_score":0.01020288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1018867247629648,"score_gpt":0.4665024946503769,"score_spread":0.3646157698874121,"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."}}