{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001132569,0.0001370628,0.0004430933,0.00003489526,0.0002705262,0.0001852787,0.0008197597,0.00004892798,0.0002976412],"category_scores_gemma":[0.004295179,0.00006684744,0.00005246729,0.0001789647,0.0000408768,0.00007199652,0.0003397935,0.0004748416,0.0008387361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006573564,"about_ca_system_score_gemma":0.00008838792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005875911,"about_ca_topic_score_gemma":0.00006042649,"domain_scores_codex":[0.9981779,0.0001241243,0.0001725782,0.0002005149,0.0004712412,0.0008536802],"domain_scores_gemma":[0.9954823,0.00299762,0.00005298287,0.001153017,0.0001000542,0.0002140773],"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":[0.002040658,0.00008498204,0.04876538,0.0001006594,0.00006261362,0.00003704071,0.0001287732,0.0001781459,0.0008959257,0.01176545,0.9216883,0.01425209],"study_design_scores_gemma":[0.003714927,0.0006771482,0.1371699,0.0004464645,0.00004193229,0.000007836169,0.0001318786,0.0009039937,0.001196439,0.001599281,0.8539628,0.0001473403],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1759892,0.004169115,0.000766176,0.6439415,0.001252004,0.003761255,0.0001094099,0.0002439796,0.1697674],"genre_scores_gemma":[0.970844,0.003240013,0.0001530584,0.0154123,0.003565336,0.0001385593,0.00001525926,0.00003229415,0.006599181],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7948548,"threshold_uncertainty_score":0.9999392,"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."}}