{"id":"W2118897297","doi":"10.1093/occmed/kqu107","title":"Pre-placement screening for tuberculosis in healthcare workers","year":2014,"lang":"en","type":"article","venue":"Occupational Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint John Regional Hospital; Canada East Spine Centre; University of New Brunswick","funders":"","keywords":"Tuberculosis; Medicine; Health care; Healthcare worker; Family medicine; Pathology; Economic growth","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":[0.0008870055,0.0003254318,0.0001596841,0.0006069795,0.0003797053,0.0004391359,0.0005148138,0.000532224,0.00234427],"category_scores_gemma":[0.003970627,0.0002183101,0.0003738334,0.000422028,0.0003525272,0.0002856794,0.000519485,0.0004878497,0.0002336902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009725582,"about_ca_system_score_gemma":0.0008971855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01164282,"about_ca_topic_score_gemma":0.01013122,"domain_scores_codex":[0.9991678,0.0002486332,0.00006854674,0.00007890712,0.0002171767,0.0002190728],"domain_scores_gemma":[0.997789,0.0004718318,0.001047534,0.0000863669,0.0002394601,0.0003657464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001580002,0.00008394335,0.989423,0.00004888907,0.00001691741,0.0004419526,0.0001472034,0.0002759661,0.0002759656,0.00002423774,0.0002916838,0.008812185],"study_design_scores_gemma":[0.000006416012,0.0004580233,0.997378,0.00006189234,0.00001464039,0.0008900203,0.000359244,0.0003017383,0.0002001336,0.00003841129,0.0002871551,0.000004468015],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984292,0.0005117959,0.0001390047,0.0001504567,0.00001189954,0.00002846918,0.0001396675,0.000005174506,0.0005842613],"genre_scores_gemma":[0.9995273,0.0001367979,0.00009474521,0.00003526251,0.000009991207,0.000008833714,0.00006362124,7.2579e-7,0.0001226774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01164282,"threshold_uncertainty_score":0.02315009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06852211291036713,"score_gpt":0.4118215783479361,"score_spread":0.343299465437569,"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."}}