{"id":"W3204657697","doi":"10.1371/journal.pntd.0009360","title":"Laboratory evaluation of twelve portable devices for medicine quality screening","year":2021,"lang":"en","type":"article","venue":"PLoS neglected tropical diseases","topic":"Pharmaceutical Quality and Counterfeiting","field":"Medicine","cited_by":27,"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":"Spectrometer; Chromatography; Active ingredient; Raman spectroscopy; Mass spectrometry; Chemistry; Medicine; Physics","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":[0.002634127,0.00139865,0.0005066185,0.001241774,0.000353929,0.0006906478,0.001195932,0.001087829,0.001322122],"category_scores_gemma":[0.00489939,0.0003828634,0.0007626907,0.0009144233,0.0006240583,0.0004356185,0.0007163542,0.000420671,0.0004482951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005043063,"about_ca_system_score_gemma":0.0005068755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006030225,"about_ca_topic_score_gemma":0.000649066,"domain_scores_codex":[0.9956012,0.001113258,0.0004272406,0.0009205881,0.001755086,0.0001825952],"domain_scores_gemma":[0.9963856,0.001183529,0.0007781975,0.0003068735,0.001185465,0.000160398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001800842,0.001491234,0.07469356,0.000704963,0.0002562462,0.0003391464,0.0003193146,0.001371827,0.8711398,0.0002180739,0.0006007987,0.04706409],"study_design_scores_gemma":[0.0002597959,0.01582512,0.07411549,0.0001178441,0.0005721046,0.002018474,0.0003448724,0.008816213,0.8934892,0.0002040652,0.004124779,0.0001120449],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9515193,0.001202473,0.04269507,0.000208415,0.0001446398,0.001086825,0.001243627,0.0005463551,0.00135329],"genre_scores_gemma":[0.9133844,0.0007606394,0.08097457,0.0002732982,0.0000867537,0.0007021584,0.002032151,0.00005216749,0.001733767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002634127,"threshold_uncertainty_score":0.01393074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1914773935011984,"score_gpt":0.4412671613334067,"score_spread":0.2497897678322083,"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."}}