{"id":"W2980114011","doi":"10.1093/infdis/jiz097","title":"Guidance for the Evaluation of Tuberculosis Diagnostics That Meet the World Health Organization (WHO) Target Product Profiles: An Introduction to WHO Process and Study Design Principles","year":2019,"lang":"en","type":"article","venue":"The Journal of Infectious Diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McGill University","funders":"World Health Organization","keywords":"Process (computing); CLARITY; Test (biology); Product (mathematics); Computer science; Scale (ratio); Risk analysis (engineering); New product development; Standardization; Medicine; Management science; Process management; Engineering; Business","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007231426,0.0001428464,0.0003879856,0.0001557812,0.0002953233,0.00003236732,0.0001943638,0.00002256373,0.00003498949],"category_scores_gemma":[0.0125489,0.00006447481,0.00005186175,0.0005327524,0.0001028776,0.0001960423,0.00004296476,0.0001675451,0.000001153599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00015523,"about_ca_system_score_gemma":0.000529071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000537513,"about_ca_topic_score_gemma":0.0001254086,"domain_scores_codex":[0.9968418,0.001581742,0.0005068476,0.0001906528,0.0006508329,0.0002281602],"domain_scores_gemma":[0.9953621,0.001650363,0.0005380323,0.0004152112,0.001885717,0.0001485773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008856024,0.0007922756,0.9361984,0.0002612909,0.0004133518,3.268849e-7,0.003092275,0.04208439,0.0002647962,0.0001286443,0.01323159,0.002647011],"study_design_scores_gemma":[0.001558778,0.004193837,0.9819852,0.000177196,0.0009740379,0.0000745728,0.002697867,0.005103554,0.002276486,0.000567824,0.0002923004,0.00009835919],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578801,0.003185478,0.00151488,0.03196175,0.0001956389,0.005224003,0.00001456191,0.00001459684,0.000009036337],"genre_scores_gemma":[0.9976038,0.0007420115,0.0000983252,0.0005871181,0.0007951985,0.0001127375,0.000006569937,0.00002406576,0.00003017109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04578675,"threshold_uncertainty_score":0.9957688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05201164847866058,"score_gpt":0.3777812227869354,"score_spread":0.3257695743082748,"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."}}