{"id":"W2945300002","doi":"10.1016/s0140-6736(19)31052-9","title":"The Lancet Commission on diagnostics: advancing equitable access to diagnostics","year":2019,"lang":"en","type":"article","venue":"The Lancet","topic":"Malaria Research and Control","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Wellcome Trust","keywords":"Scopus; Medicine; Tanzania; Malaria; Neglected tropical diseases; Family medicine; MEDLINE; Public health; Political science; Pathology; Socioeconomics","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":[0.04282736,0.002835965,0.004550254,0.003916326,0.002916496,0.01415891,0.004147764,0.04907655,0.03244028],"category_scores_gemma":[0.1594381,0.0015602,0.001682241,0.005185869,0.008584933,0.01791443,0.01018976,0.03687659,0.01323708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00769324,"about_ca_system_score_gemma":0.04106839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01499247,"about_ca_topic_score_gemma":0.01441562,"domain_scores_codex":[0.942555,0.0171832,0.003482152,0.00257689,0.02782768,0.006375125],"domain_scores_gemma":[0.8649856,0.05742889,0.01179733,0.01020773,0.03025987,0.02532059],"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":[0.00006071804,0.00002955424,0.0001289499,0.0003883348,0.00003857534,0.00006847167,0.0001290055,0.00007984844,0.0001500281,0.0473442,0.930061,0.02152121],"study_design_scores_gemma":[0.00009756985,0.00003516416,0.0006064001,0.0008039455,0.0000272211,0.00007410275,0.0001212455,0.0001092651,0.0001265915,0.02759724,0.9703602,0.00004103789],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001859453,0.04146081,0.00139017,0.8445867,0.08078915,0.00005677005,0.0006959677,0.0002084223,0.03062614],"genre_scores_gemma":[0.01508781,0.05553028,0.009216466,0.7848721,0.06786962,0.0003296619,0.001057094,0.0005209186,0.065516],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04907655,"threshold_uncertainty_score":0.2264954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0451158061672965,"score_gpt":0.3599578584903534,"score_spread":0.314842052323057,"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."}}