{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001074529,0.0002592877,0.000703147,0.0001244414,0.0002308452,0.000045417,0.0002182485,0.0003204219,0.0003427785],"category_scores_gemma":[0.00009653952,0.0002259922,0.0005090037,0.0001067328,0.0004367316,0.0004023492,0.000004374787,0.0003615178,0.00002244768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009535963,"about_ca_system_score_gemma":0.0001101106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006528344,"about_ca_topic_score_gemma":0.00005866247,"domain_scores_codex":[0.9973629,0.0002404468,0.001210221,0.0004905192,0.0004046952,0.0002912855],"domain_scores_gemma":[0.9980973,0.0004903336,0.0003610666,0.0006622879,0.0001640282,0.0002250049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007790078,0.000391552,0.9563072,0.003368309,0.000181695,0.0003768594,0.001556686,0.000003155231,0.00299926,0.0003712139,0.00001352927,0.02664048],"study_design_scores_gemma":[0.004433744,0.0002011543,0.9816612,0.0005464809,0.001367174,0.0002049207,0.00006368219,0.0004574901,0.01048137,0.0002862712,0.00007297349,0.000223566],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8955973,0.0001614768,0.09784428,0.0005632503,0.0006379133,0.0005885605,0.0003102978,0.00008181718,0.004215098],"genre_scores_gemma":[0.974571,0.002302749,0.02226468,0.0001750576,0.0001908481,0.00002947981,0.0002665289,0.00003193584,0.0001677357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07897368,"threshold_uncertainty_score":0.9215695,"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."}}