{"id":"W4236802340","doi":"10.21203/rs.2.9262/v3","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":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"GeneXpert MTB/RIF; Tuberculosis; Virology; Medicine; Mycobacterium tuberculosis complex; Biology; Microbiology; 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":[0.002074155,0.0005368292,0.0003901696,0.0006967949,0.0002910727,0.001435707,0.0005156514,0.0005855128,0.001001963],"category_scores_gemma":[0.009884381,0.0002795636,0.000340977,0.0006939261,0.0006906406,0.0004371177,0.0006285276,0.0004624566,0.0003090762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001178205,"about_ca_system_score_gemma":0.0006275522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03639687,"about_ca_topic_score_gemma":0.01970498,"domain_scores_codex":[0.9972875,0.001117342,0.0001297549,0.0005365806,0.0005762427,0.0003525794],"domain_scores_gemma":[0.9954798,0.003212072,0.0004594549,0.0001890601,0.0005159934,0.0001435962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004115292,0.0002320608,0.8746043,0.0003417457,0.0002666236,0.0007191001,0.003091524,0.003327864,0.04732606,0.0003432467,0.001034719,0.06459739],"study_design_scores_gemma":[0.00005451194,0.00236616,0.9515797,0.00009279171,0.0003247294,0.0008037061,0.001814445,0.01044316,0.02840855,0.0001019904,0.003964059,0.00004618464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978643,0.0006315777,0.0001691034,0.0001447635,0.00001216038,0.00001042192,0.0002305658,0.00002366257,0.0009134544],"genre_scores_gemma":[0.9991435,0.0001330058,0.0003203423,0.00004438744,0.00000816113,0.000007125857,0.0001460627,0.000005439907,0.0001918554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03639687,"threshold_uncertainty_score":0.07236999,"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."}}