{"id":"W4362460844","doi":"10.4103/ijmr.ijmr_243_23","title":"India is well placed to scale innovations in tuberculosis diagnostics","year":2023,"lang":"en","type":"editorial","venue":"International Journal of Microbiology Research","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Tuberculosis; Scale (ratio); Geography; Medicine; Cartography; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02187743,0.005899324,0.006109193,0.006216636,0.004565535,0.01365599,0.00526629,0.03554266,0.01405965],"category_scores_gemma":[0.05964308,0.002075695,0.005353705,0.002614256,0.004009807,0.006341127,0.003248187,0.0417098,0.01336977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005520925,"about_ca_system_score_gemma":0.006783221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003039869,"about_ca_topic_score_gemma":0.00900774,"domain_scores_codex":[0.9840186,0.002847704,0.002221036,0.001277616,0.008601215,0.00103389],"domain_scores_gemma":[0.9126136,0.03442911,0.00404979,0.002705587,0.03205287,0.01414908],"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":[0.00002764867,0.00001546047,0.00002953871,0.0002366639,0.00002838027,0.0001004447,0.00001189267,0.00002206138,0.00004306703,0.0002638379,0.9954184,0.003802592],"study_design_scores_gemma":[0.0001097231,0.00005519539,0.0004822696,0.0006027559,0.0001435472,0.0002265278,0.0000857042,0.0001988288,0.0001192681,0.001444628,0.9964958,0.00003577207],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001328153,0.002304045,0.00006540967,0.02913719,0.9678805,0.00001395393,0.00002004173,0.00002773976,0.0005377542],"genre_scores_gemma":[0.0002169385,0.002080424,0.000099119,0.02235631,0.9718891,0.00001467509,0.00001373654,0.00002105464,0.003308645],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03554266,"threshold_uncertainty_score":0.1157002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04369213358219211,"score_gpt":0.4357001225500978,"score_spread":0.3920079889679057,"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."}}