{"id":"W4385737707","doi":"10.33590/emj/10302558","title":"Diagnosis of Tuberculosis in Low-Resource Settings: Overcoming Challenges Within Laboratory Practice","year":2023,"lang":"en","type":"article","venue":"European Medical Journal","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tuberculosis; Quarter (Canadian coin); Medicine; Disease; Psychological intervention; Global health; China; Mycobacterium tuberculosis; Environmental health; Infectious disease (medical specialty); Incidence (geometry); Population; Public health; Geography; Pathology; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04885533,0.001557631,0.002522927,0.004981461,0.00257669,0.01310541,0.00717733,0.005141682,0.005568438],"category_scores_gemma":[0.1289945,0.001249077,0.001122397,0.002678057,0.005901611,0.01415467,0.00860601,0.01061369,0.004975672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004391999,"about_ca_system_score_gemma":0.01176661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008341677,"about_ca_topic_score_gemma":0.01021124,"domain_scores_codex":[0.9560778,0.02265514,0.004299634,0.004341116,0.01027271,0.00235359],"domain_scores_gemma":[0.8901636,0.05066169,0.009291373,0.006861854,0.03002135,0.01300021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005853453,0.001015427,0.08412405,0.005546209,0.0002454761,0.005290406,0.006972147,0.001283229,0.004198031,0.009938554,0.1426396,0.7381616],"study_design_scores_gemma":[0.0005133225,0.002984233,0.1284274,0.0399181,0.0005553151,0.04107654,0.04244158,0.01067879,0.004326583,0.1433852,0.5846547,0.001038253],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04138442,0.2487469,0.1027869,0.5463721,0.01402947,0.00116901,0.0008584006,0.002723439,0.04192944],"genre_scores_gemma":[0.3981031,0.2018144,0.2247542,0.1273768,0.03996581,0.001619603,0.001658474,0.0008386509,0.003869008],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04885533,"threshold_uncertainty_score":0.2583748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02959417130278039,"score_gpt":0.3351395998169523,"score_spread":0.3055454285141719,"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."}}