{"id":"W2100468181","doi":"10.1128/jcm.00208-10","title":"Does Bleach Processing Increase the Accuracy of Sputum Smear Microscopy for Diagnosing Pulmonary Tuberculosis?","year":2010,"lang":"en","type":"review","venue":"Journal of Clinical Microbiology","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Institute of Allergy and Infectious Diseases; National Heart, Lung, and Blood Institute; National Institutes of Health; World Health Organization","keywords":"Bleach; Sputum; Medicine; Tuberculosis; Pathology; Chemistry","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":[0.08673754,0.001747847,0.008360445,0.004990342,0.0006290808,0.005452155,0.002618308,0.006373111,0.002325877],"category_scores_gemma":[0.3152583,0.001999932,0.02523829,0.004330595,0.003517366,0.005271654,0.00228859,0.003523204,0.0005256825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003585271,"about_ca_system_score_gemma":0.003587021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00686072,"about_ca_topic_score_gemma":0.01066628,"domain_scores_codex":[0.8815008,0.0699918,0.02797531,0.007024826,0.0121509,0.001356478],"domain_scores_gemma":[0.5395117,0.374173,0.0622441,0.008764884,0.01444751,0.0008588599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.01646979,0.0001547875,0.04161407,0.479574,0.2712955,0.0003522685,0.0009084988,0.000820137,0.001294984,0.0006542992,0.00265121,0.1842104],"study_design_scores_gemma":[0.005601431,0.004637822,0.09444518,0.1694251,0.7002338,0.001114943,0.0004512786,0.001063738,0.002360382,0.002797733,0.01764108,0.0002274964],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01017298,0.9845942,0.0009066817,0.002667672,0.0005301514,0.0001942998,0.0002065854,0.00002043472,0.0007070698],"genre_scores_gemma":[0.4257617,0.5563792,0.005296587,0.009114401,0.002177065,0.000387486,0.0004904597,0.00006486765,0.0003281829],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.08673754,"threshold_uncertainty_score":0.4587175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1018955713055092,"score_gpt":0.4965586563517766,"score_spread":0.3946630850462673,"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."}}