{"id":"W6957641572","doi":"10.60692/49t8k-m7830","title":"Outcomes and Diagnostic Processes in Outpatients with Presumptive Tuberculosis in Zomba District, Malawi","year":2015,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Sensory Analysis and Statistical Methods","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Public Health Ontario; University of Toronto","funders":"","keywords":"Tuberculosis; Sputum; Human immunodeficiency virus (HIV); Chronic cough; Incidence (geometry); Prospective cohort study; Epidemiology; Population","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":[0.0002697934,0.0001225459,0.0002401326,0.00004739266,0.00003472294,0.0000951543,0.0000749891,0.00005358072,0.000007773135],"category_scores_gemma":[0.0004351655,0.00004232521,0.00001725097,0.0004309533,0.00002831918,0.0003686658,0.00002896265,0.00005813587,0.0000254356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000444798,"about_ca_system_score_gemma":0.000006781765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001333419,"about_ca_topic_score_gemma":0.00005788121,"domain_scores_codex":[0.9989918,0.0001198899,0.0003735466,0.0001358549,0.0002124835,0.0001664481],"domain_scores_gemma":[0.9994519,0.0001803661,0.0001172306,0.00004309942,0.0001113956,0.00009602807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004741064,0.000005385356,0.9909289,0.00005759791,0.000008114194,0.000003522504,0.006832293,0.00004961348,2.700141e-7,0.00003567908,0.000003361395,0.002027843],"study_design_scores_gemma":[0.0004435648,0.0001097509,0.9885085,0.00008912426,0.00001276004,0.00000358736,0.01018108,0.0004792457,0.00002261365,0.000005449105,0.00002889948,0.0001154696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99875,0.000005814346,0.0002444321,0.00006434979,0.00002856376,0.0002514362,0.00009853332,0.00002528706,0.0005315812],"genre_scores_gemma":[0.9996011,4.151217e-7,0.0002363817,0.00005020878,0.00001047408,0.00005660321,0.00002442203,5.283699e-7,0.00001989959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003348785,"threshold_uncertainty_score":0.1725972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06163956524321441,"score_gpt":0.2447154717942907,"score_spread":0.1830759065510763,"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."}}