{"id":"W2618243414","doi":"10.7196/samj.2017.v107i6.12260","title":"When students become patients: TB disease among medical undergraduates in Cape Town, South Africa","year":2017,"lang":"en","type":"article","venue":"South African Medical Journal","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Prevention of Organ Failure","funders":"","keywords":"Medicine; Tuberculosis; Family medicine; Health care; Disease; Pulmonologists; Population; Environmental health; Internal medicine; Pathology; Intensive care 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":[0.0007511291,0.0003807142,0.0003020825,0.001112138,0.00245852,0.002185871,0.0007599519,0.001007565,0.005200364],"category_scores_gemma":[0.003088106,0.0005266321,0.0002080961,0.001282361,0.001324879,0.001341792,0.002040861,0.001063579,0.0003499897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002137637,"about_ca_system_score_gemma":0.003737921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0332238,"about_ca_topic_score_gemma":0.04968069,"domain_scores_codex":[0.9991795,0.0001841702,0.00006653076,0.0001019215,0.0001233123,0.0003445409],"domain_scores_gemma":[0.9974378,0.0002435088,0.0006851008,0.00002540001,0.0001242468,0.001483898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000179233,0.0004557878,0.8728368,0.0006579359,0.00002859186,0.007360543,0.09198122,0.000048626,0.002293029,0.0002722265,0.002685892,0.02120014],"study_design_scores_gemma":[0.00002538336,0.0003451259,0.7723719,0.0004580955,0.00001799723,0.002273256,0.2193526,0.00007460035,0.0001750631,0.00009561105,0.004782744,0.00002774623],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972044,0.0005366636,0.00001806436,0.00141194,0.0000191875,0.00003260174,0.0000730198,0.000002279271,0.0007019899],"genre_scores_gemma":[0.9983484,0.0006805926,0.00004985734,0.0003039801,0.00001861275,0.00002169751,0.00003666237,0.000001207862,0.0005391391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0332238,"threshold_uncertainty_score":0.06606084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03162203937322237,"score_gpt":0.3376800956221293,"score_spread":0.3060580562489069,"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."}}