{"id":"W2969793212","doi":"10.1016/s2468-2667(19)30165-3","title":"Essential medicines and essential diagnostics: a package deal","year":2019,"lang":"en","type":"letter","venue":"The Lancet Public Health","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Essential medicines; Medicine; Family medicine; Public health; Nursing","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002169084,0.0003971931,0.001500902,0.0002684077,0.0002346556,0.0003618865,0.0008236233,0.0004687921,0.0007110054],"category_scores_gemma":[0.0003380335,0.000337862,0.0001544739,0.0001874035,0.0002878135,0.0001801946,0.0002826102,0.001926302,0.001108438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00018192,"about_ca_system_score_gemma":0.0003648089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007300853,"about_ca_topic_score_gemma":0.00005724263,"domain_scores_codex":[0.996674,0.0001443629,0.001017785,0.0007117105,0.00008841256,0.001363706],"domain_scores_gemma":[0.997324,0.0006935862,0.0008149292,0.000880231,0.00003388592,0.0002533959],"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":[0.000005390344,0.00002102687,0.00117776,0.0003527514,0.0001103648,0.00001231583,0.0003205066,5.209097e-7,2.148061e-7,0.03580868,0.9610255,0.001164957],"study_design_scores_gemma":[0.0008462922,0.00005733406,0.001011179,0.00003449758,0.00001110853,0.0000228174,0.00001200683,0.0004138154,8.00465e-7,0.01160131,0.9856402,0.0003487036],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001891406,0.006728283,0.0003349745,0.9741856,0.001789623,0.0005645215,0.001528102,0.00006792795,0.0129095],"genre_scores_gemma":[0.01248635,0.01674155,0.00007336702,0.9459258,0.0230161,0.00005250211,0.0004436667,0.00008831362,0.001172346],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02825986,"threshold_uncertainty_score":0.9999073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1018494635770044,"score_gpt":0.3273830573798961,"score_spread":0.2255335938028917,"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."}}