{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3872469,0.003421644,0.005441481,0.01104111,0.003170822,0.01258814,0.01177135,0.02365838,0.01070343],"category_scores_gemma":[0.4909336,0.004217159,0.009928799,0.00901368,0.009582936,0.01013187,0.008758042,0.01842086,0.009909748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01004256,"about_ca_system_score_gemma":0.06148368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01038591,"about_ca_topic_score_gemma":0.01630791,"domain_scores_codex":[0.5462971,0.3247413,0.06523676,0.007885003,0.05248567,0.003354175],"domain_scores_gemma":[0.4285832,0.4089229,0.03697342,0.02518263,0.09432437,0.006013467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006683568,0.000358688,0.001099317,0.03469543,0.0003628031,0.0005142775,0.005326525,0.002262595,0.001203185,0.1138892,0.5380675,0.3015521],"study_design_scores_gemma":[0.0006559628,0.000750651,0.001926983,0.04518142,0.0003971375,0.0005818013,0.0010182,0.001001118,0.001212306,0.07443453,0.8726394,0.0002005345],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002094194,0.1074223,0.3895282,0.2791615,0.02619464,0.1118282,0.01175108,0.002536489,0.06948349],"genre_scores_gemma":[0.005026886,0.04520016,0.7806383,0.05113258,0.003266472,0.09886301,0.00281633,0.0004614902,0.01259478],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3872469,"threshold_uncertainty_score":0.7556337,"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."}}