{"id":"W3132740678","doi":"10.2139/ssrn.3922629","title":"Outcomes of Patients Undergoing Lung Resection for Drug-Resistant TB and the Prognostic Significance of Pre-Operative Positron Emission Tomography/Computed Tomography (PET/CT) in Predicting Treatment Failure","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Positron emission tomography; Medicine; Computed tomography; Tomography; Radiology; Positron Emission Tomography-Computed Tomography; Nuclear medicine; Positron emission; Resection; Surgery","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":[0.0003413196,0.0002215403,0.0002643235,0.0004349928,0.0003296781,0.000675822,0.0002520834,0.0006129334,0.001763676],"category_scores_gemma":[0.002577369,0.0001816608,0.0005305654,0.0004866261,0.0003750066,0.0005232949,0.0004000278,0.001023436,0.0002744664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003246388,"about_ca_system_score_gemma":0.0003412851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002705018,"about_ca_topic_score_gemma":0.002863765,"domain_scores_codex":[0.9997386,0.00005734404,0.00003295901,0.00003743767,0.0000391008,0.00009448891],"domain_scores_gemma":[0.9980288,0.0003899131,0.0007513579,0.00008676838,0.0001108812,0.0006322616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002458463,0.00003461397,0.9986606,0.000005023684,0.00002793811,0.0001271588,0.0000270052,0.00006871977,0.0001147727,0.00001378018,0.00004168737,0.0006328934],"study_design_scores_gemma":[0.000005921375,0.0001490393,0.9989846,0.000004484226,0.00002326148,0.0003066145,0.0001692098,0.0001974245,0.00004180785,0.0000524114,0.00006069586,0.000004437562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988827,0.0002679872,0.00003537182,0.00008118875,0.00001061054,0.000002861043,0.0001904692,0.000001658341,0.0005271226],"genre_scores_gemma":[0.9996382,0.00007147621,0.000009801943,0.00001639267,0.00001252108,0.000001420783,0.0001805965,6.989461e-7,0.00006885504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002705018,"threshold_uncertainty_score":0.005900085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007532810671521446,"score_gpt":0.2882608909204892,"score_spread":0.2807280802489678,"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."}}