{"id":"W2167730207","doi":"10.1186/1471-2334-5-4","title":"Viability testing of material derived from Mycobacterium tuberculosisprior to removal from a Containment Level-III Laboratory as part of a Laboratory Risk Assessment Program","year":2005,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"","keywords":"Medical microbiology; Medical laboratory; Parasitology; Medicine; Tropical medicine; Containment (computer programming); Medical physics; Veterinary medicine; Microbiology; Biology; Pathology; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000595723,0.0003483429,0.001039927,0.000147535,0.0001114664,0.00003367075,0.0001586655,0.0001862789,0.0007364291],"category_scores_gemma":[0.004889426,0.0003109517,0.0002203411,0.0004114471,0.0002493176,0.0001575239,0.0001866458,0.0002516708,0.00003905745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004803399,"about_ca_system_score_gemma":0.001473812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006423509,"about_ca_topic_score_gemma":0.001137389,"domain_scores_codex":[0.9962907,0.000959566,0.0009888258,0.0006681241,0.0005308474,0.0005618915],"domain_scores_gemma":[0.9962393,0.001085294,0.0004124453,0.0007515413,0.0008364982,0.0006749377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001423455,0.002134768,0.860558,0.0001717309,0.0004140715,0.00002191259,0.0001165217,0.00005944665,0.1276112,0.00001398446,0.0005459185,0.006928996],"study_design_scores_gemma":[0.002898911,0.001640687,0.9586089,0.0002100369,0.0005343464,0.00000457781,0.0001282006,0.0002617768,0.03189853,0.0001186587,0.003426466,0.0002688852],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909118,0.0002314343,0.0001290036,0.00026006,0.0002740967,0.00179757,0.005955495,0.0002150495,0.0002254791],"genre_scores_gemma":[0.9824958,0.00005588005,0.01530443,0.0005316584,0.000747428,0.0004992299,0.0003167785,0.0000434108,0.000005367717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09805096,"threshold_uncertainty_score":0.9999343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02375374317477899,"score_gpt":0.3265966409615593,"score_spread":0.3028428977867804,"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."}}