{"id":"W3202452951","doi":"10.1371/journal.pntd.0009287","title":"Multiphase evaluation of portable medicines quality screening devices","year":2021,"lang":"en","type":"editorial","venue":"PLoS neglected tropical diseases","topic":"Pharmaceutical Quality and Counterfeiting","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department for International Development; Wellcome Trust; Wellcome; Department of Foreign Affairs and Trade, Australian Government; Australian Government; Government of the United Kingdom; Government of Canada; Asian Development Bank","keywords":"Counterfeit; Essential medicines; Public health; Medicine; Business; Counterfeit Drugs; Quality (philosophy); Pandemic; Product (mathematics); Environmental health; Disease; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty); Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01774693,0.00181197,0.001518406,0.001743684,0.001276177,0.003976672,0.002358224,0.01163673,0.007063267],"category_scores_gemma":[0.04237509,0.000599793,0.001851837,0.0006195177,0.001799347,0.002917039,0.001434628,0.006203017,0.002336446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002649558,"about_ca_system_score_gemma":0.003224868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009184207,"about_ca_topic_score_gemma":0.001504,"domain_scores_codex":[0.9876282,0.003524786,0.00135028,0.0008563726,0.00621016,0.0004301927],"domain_scores_gemma":[0.9570882,0.02044513,0.001869526,0.0009626587,0.01820573,0.001428803],"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":[0.0004075944,0.0001008419,0.0003316062,0.002184127,0.0001104993,0.0004696267,0.00009345001,0.0002245168,0.001279379,0.003221214,0.9280313,0.06354585],"study_design_scores_gemma":[0.000154828,0.0004217876,0.0009384815,0.001404732,0.0001951883,0.0003475744,0.00009415739,0.0004900104,0.002058754,0.001779396,0.9920782,0.00003683443],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001189811,0.03986133,0.002089553,0.06907587,0.8771048,0.0003829291,0.0003692188,0.0001646002,0.009761876],"genre_scores_gemma":[0.019517,0.05726035,0.004051882,0.09091975,0.7802466,0.0005948532,0.0005488194,0.0002233829,0.0466374],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01774693,"threshold_uncertainty_score":0.09385586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1141223125174399,"score_gpt":0.433902616620998,"score_spread":0.3197803041035581,"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."}}