{"id":"W2800218539","doi":"10.1136/oemed-2018-icohabstracts.913","title":"1013 Occupational tuberculosis in south africa: are healthcare workers adequately protected?","year":2018,"lang":"en","type":"article","venue":"","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Logistic regression; Health care; Personal protective equipment; Tuberculosis; Transmission (telecommunications); Infection control; Environmental health; Descriptive statistics; Respirator; Test (biology); Family medicine; Coronavirus disease 2019 (COVID-19); Disease; Surgery; Pathology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008787496,0.0002300706,0.0001523798,0.0004053226,0.0008025599,0.0008077364,0.0003230316,0.0008433167,0.006270191],"category_scores_gemma":[0.003254249,0.0002184633,0.0001538139,0.0006775457,0.0005948347,0.0009881411,0.0007473123,0.0003626241,0.0004950782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006490784,"about_ca_system_score_gemma":0.001800265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02644172,"about_ca_topic_score_gemma":0.027683,"domain_scores_codex":[0.9994475,0.0001950901,0.0000418145,0.00005093843,0.00005354944,0.0002110896],"domain_scores_gemma":[0.9990498,0.0002231037,0.0004642719,0.00002590229,0.00006642715,0.0001704055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001278692,0.0001291809,0.9210215,0.0006985401,0.00002851613,0.001103353,0.0177862,0.00007471031,0.001482209,0.000337861,0.002517391,0.05469259],"study_design_scores_gemma":[0.00001446469,0.0001556146,0.9429235,0.000847964,0.00001932267,0.0004485757,0.04933703,0.0001333049,0.000164248,0.0003513332,0.005592543,0.00001211097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880621,0.002460558,0.0000836637,0.005856673,0.00005488521,0.00002502313,0.0001616323,0.000002939591,0.003292463],"genre_scores_gemma":[0.9974108,0.001403651,0.00005698384,0.0005807736,0.0000373437,0.00001558061,0.00005039671,9.236502e-7,0.0004434623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02644172,"threshold_uncertainty_score":0.05257565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08643659476849538,"score_gpt":0.3593791065014821,"score_spread":0.2729425117329867,"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."}}