{"id":"W2020718587","doi":"10.4103/0255-0857.58719","title":"Evidence-based diagnosis of tuberculosis: Resources for the medical microbiologist","year":2010,"lang":"en","type":"editorial","venue":"Indian Journal of Medical Microbiology","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Heart Institute","funders":"","keywords":"Tuberculosis; Medicine; Intensive care medicine; Pathology","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":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.01698781,0.0006067512,0.002915332,0.0007104249,0.0001847769,0.00002912754,0.00305323,0.007743564,0.002998852],"category_scores_gemma":[0.2439124,0.0003318137,0.00156229,0.000344273,0.004125629,0.00006748197,0.0003344511,0.008868732,0.00003001422],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002007294,"about_ca_system_score_gemma":0.007724526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004146208,"about_ca_topic_score_gemma":0.0005274279,"domain_scores_codex":[0.9919582,0.001587726,0.002961524,0.0006467678,0.001651429,0.001194339],"domain_scores_gemma":[0.9127576,0.08001705,0.002357947,0.0009985989,0.002205465,0.001663359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002034748,0.000391841,0.001565117,0.0008321141,0.001385255,0.0008870708,0.0001108076,0.00000126901,0.003263496,0.000006771575,0.9713576,0.0181639],"study_design_scores_gemma":[0.003302326,0.003960923,0.0003079741,0.008614391,0.0007651168,0.002809906,0.00009562245,0.0000153809,0.001679739,0.00003636462,0.9781196,0.0002926289],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.05693725,0.07474466,0.0003273004,0.2638235,0.6014283,0.001516288,0.001165974,0.00003420429,0.00002248881],"genre_scores_gemma":[0.03561415,0.0706138,0.00114091,0.009133475,0.882542,0.0002606708,0.0004226384,0.0001577458,0.0001146729],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2811136,"threshold_uncertainty_score":0.9999134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03392949773200528,"score_gpt":0.3560023632510318,"score_spread":0.3220728655190265,"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."}}