{"id":"W2899297903","doi":"10.7759/cureus.3513","title":"Sputum Smear and Culture-negative Tuberculosis with Associated Pleural Effusion: A Diagnostic Challenge","year":2018,"lang":"en","type":"article","venue":"Cureus","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Markham Stouffville Hospital","funders":"","keywords":"Medicine; Tuberculosis; Sputum; Pleural effusion; Mycobacterium tuberculosis; Sputum culture; Pneumonia; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.0003240345,0.0002178485,0.0004568606,0.00005897406,0.0001831375,0.00001857777,0.0000956152,0.0001956,0.0003509716],"category_scores_gemma":[0.004875439,0.0001398031,0.00006510816,0.0002147908,0.0004442592,0.0001033229,0.0001016282,0.0003522018,0.0001398331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001176263,"about_ca_system_score_gemma":0.00006447712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004963268,"about_ca_topic_score_gemma":0.001147998,"domain_scores_codex":[0.9983469,0.0001931828,0.0002130108,0.0004137562,0.0002859258,0.0005472287],"domain_scores_gemma":[0.9982697,0.000677362,0.00006884022,0.0002836367,0.0003054164,0.0003950742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002924306,0.002561923,0.6513419,0.0004174498,0.003885746,0.001369667,0.01968526,0.000002643862,0.006710207,0.002278585,0.2929032,0.0159191],"study_design_scores_gemma":[0.006521082,0.01430761,0.9468805,0.0006536198,0.0004821355,0.000396602,0.001030613,0.001082427,0.001870428,0.001926245,0.02420831,0.0006404073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733056,0.0020951,0.00002186985,0.01221783,0.0001213369,0.0005390386,0.00002259034,0.0001093202,0.01156735],"genre_scores_gemma":[0.9948797,0.002045365,0.0004083326,0.001248069,0.0005108525,0.00005630749,0.00003600051,0.00002833072,0.0007871065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2955386,"threshold_uncertainty_score":0.5836708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02466456572633489,"score_gpt":0.3118578179703977,"score_spread":0.2871932522440628,"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."}}