{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001595805,0.000150189,0.0004554989,0.0002908583,0.00007805938,0.000003321234,0.00008340891,0.0001144592,0.0002015019],"category_scores_gemma":[0.003238077,0.0001132367,0.00007180672,0.0002661049,0.0001130901,0.00004906596,0.00002684545,0.0002351841,0.00001560289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001353084,"about_ca_system_score_gemma":0.0001015845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00114484,"about_ca_topic_score_gemma":0.000271729,"domain_scores_codex":[0.9981315,0.0001598224,0.0004826021,0.0003403984,0.0004250508,0.0004606934],"domain_scores_gemma":[0.998156,0.001033739,0.00007687107,0.0002338498,0.0001861114,0.0003134702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002240939,0.00008101367,0.9319781,0.0002085918,0.00006510795,0.000003195139,0.0001074025,0.0002080002,0.0003025868,0.002724937,0.03383621,0.02824391],"study_design_scores_gemma":[0.004059746,0.001347503,0.9617447,0.0004561233,0.00003444264,0.00001634719,0.00009643306,0.009832864,0.00004874089,0.0006578711,0.02159782,0.0001074111],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.557846,0.001181323,0.06057184,0.3741499,0.000453537,0.002585334,0.00004182436,0.0001098195,0.00306041],"genre_scores_gemma":[0.9782686,0.00007184315,0.009161092,0.01045506,0.0007863968,0.0003175039,0.0005005637,0.00002119008,0.0004177403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4204226,"threshold_uncertainty_score":0.4617656,"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."}}