{"id":"W4248573718","doi":"10.21203/rs.2.9262/v1","title":"Performance and Impact of GeneXpert MTB/RIF® and Loopamp MTBC Detection Kit® Assays on Tuberculosis Case Detection in Madagascar","year":2019,"lang":"en","type":"preprint","venue":"Research Square","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"GeneXpert MTB/RIF; Tuberculosis; Virology; Mycobacterium tuberculosis complex; Medicine; Biology; Mycobacterium tuberculosis; 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":[0.002783321,0.0004863189,0.000277082,0.0008387939,0.0003321375,0.001245805,0.0005976192,0.000364184,0.0008261502],"category_scores_gemma":[0.01272834,0.0001993004,0.000350413,0.0008200516,0.000761668,0.0004436499,0.0009528175,0.0004394758,0.0001505321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001283138,"about_ca_system_score_gemma":0.0006813772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01607841,"about_ca_topic_score_gemma":0.0119804,"domain_scores_codex":[0.9947201,0.002616439,0.0004085773,0.0008101339,0.0009578503,0.0004868033],"domain_scores_gemma":[0.9920106,0.003475009,0.003054114,0.0003172324,0.0007310034,0.0004121615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003012345,0.00007743058,0.9895103,0.00004888733,0.00007515035,0.000182678,0.0005553818,0.0004970412,0.001000982,0.00004174056,0.0001441839,0.007565047],"study_design_scores_gemma":[0.00001520998,0.0006023042,0.9939519,0.00003665167,0.00008221812,0.0003626445,0.0006635394,0.002217932,0.001537315,0.00002741128,0.0004890088,0.00001386066],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989768,0.0001945506,0.00008829265,0.00007700405,0.000003835993,0.00001185671,0.0001401107,0.000005928352,0.0005015392],"genre_scores_gemma":[0.9996219,0.00004917849,0.0001422716,0.00002407221,0.000003475158,0.00001167829,0.0001038356,0.000001460996,0.00004214579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01607841,"threshold_uncertainty_score":0.03196967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05734106904450626,"score_gpt":0.4109946690727929,"score_spread":0.3536536000282866,"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."}}