{"id":"W4210346469","doi":"10.1371/journal.pone.0263116","title":"Clinical and radiographic characteristics of presumptive tuberculosis patients previously treated for tuberculosis in Zambia","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute of Allergy and Infectious Diseases; Government of Canada","keywords":"Medicine; Tuberculosis; Sputum; Internal medicine; Disease; Radiography; Pediatrics; Surgery; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004360645,0.0003397436,0.0003690425,0.000787526,0.0007122706,0.0007929932,0.0003767749,0.0004890814,0.001486646],"category_scores_gemma":[0.002434897,0.0004283946,0.0002403487,0.0005858953,0.0005014032,0.0004013371,0.0004871731,0.0004692225,0.0001820332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007468573,"about_ca_system_score_gemma":0.0004055336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02001795,"about_ca_topic_score_gemma":0.02680546,"domain_scores_codex":[0.9996557,0.00006363985,0.0000462721,0.000066472,0.00006419333,0.0001037298],"domain_scores_gemma":[0.9991365,0.0001316535,0.0004742341,0.00003298307,0.00006122748,0.0001633834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006199475,0.00001972664,0.9987301,0.00001229318,0.000008848471,0.0001770785,0.0002230648,0.0000162825,0.0001861725,0.000005486255,0.00005304705,0.0005057165],"study_design_scores_gemma":[0.000006781022,0.00006482588,0.9990181,0.00001624711,0.000009765706,0.0004187497,0.0003204415,0.00004877212,0.00002290986,0.000003556437,0.00006778149,0.000002113469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995529,0.0002310064,0.00001045389,0.00002482961,0.000002182118,0.000006877105,0.00007686396,9.306172e-7,0.00009390753],"genre_scores_gemma":[0.9997278,0.00009829909,0.00001626668,0.00001804436,0.000003358677,0.000005714936,0.00009683309,3.547319e-7,0.00003333291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02001795,"threshold_uncertainty_score":0.03980285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06261114071825603,"score_gpt":0.3202961801895566,"score_spread":0.2576850394713006,"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."}}