{"id":"W6989650387","doi":"","title":"Better Point-Of-Care Testing For TB Urgently Needed - 1 March 2011","year":2011,"lang":"en","type":"other","venue":"LSHTM Research Online (London School of Hygiene and Tropical Medicine)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tuberculosis; Plea; Diagnostic test; Hygiene; Test (biology); MEDLINE; Tuberculosis diagnosis","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":[0.001440572,0.0005903668,0.0003683267,0.001196172,0.001203174,0.004256005,0.001288401,0.002889095,0.2692072],"category_scores_gemma":[0.006919004,0.0004156021,0.0006196517,0.0009687052,0.0007551695,0.002402843,0.002224027,0.002253428,0.1041969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003282718,"about_ca_system_score_gemma":0.003826684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01664107,"about_ca_topic_score_gemma":0.0710956,"domain_scores_codex":[0.9984193,0.0003751329,0.0001129262,0.0001371043,0.0006248701,0.0003306687],"domain_scores_gemma":[0.9959047,0.0005546957,0.0002656862,0.0004519094,0.001532726,0.001290306],"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":[0.00003305901,0.00001185115,0.0003831058,0.0001763513,0.000003183618,0.0001082639,0.00005819471,0.00001305283,0.0001397229,0.001703089,0.9619498,0.0354204],"study_design_scores_gemma":[0.00001273928,0.000009033251,0.001471697,0.0002246355,0.000003509223,0.000186328,0.0001390456,0.00001788016,0.0002009108,0.0003987933,0.9973286,0.000006646501],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0026021,0.02129276,0.0009454566,0.1715221,0.01845563,0.000154043,0.00632204,0.001180838,0.7775249],"genre_scores_gemma":[0.01268693,0.008512821,0.0008205196,0.01908187,0.002818566,0.00004292013,0.00321244,0.0004354706,0.9523885],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2692072,"threshold_uncertainty_score":0.9005877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1212851202344981,"score_gpt":0.3906820769207833,"score_spread":0.2693969566862852,"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."}}