{"id":"W4414851449","doi":"10.1021/acsomega.5c07602","title":"Quantitative Lateral Flow Assay for Meropenem Determination: A Proof-of-Concept Study","year":2025,"lang":"en","type":"article","venue":"ACS Omega","topic":"Antibiotics Pharmacokinetics and Efficacy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fleming College","funders":"Imperial College London; University of Warwick; University of Cambridge; National Institute for Health and Care Research; National Institute for Health Research Health Protection Research Unit","keywords":"Meropenem; Vancomycin; Antibiotics; Limiting; Biotinylation; Gold standard (test)","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":[0.003305011,0.001668677,0.0009163612,0.0005352293,0.0003821782,0.0008927827,0.001383109,0.001895667,0.00196869],"category_scores_gemma":[0.001922778,0.00054728,0.000688525,0.0002922531,0.0006932555,0.001202029,0.0005390913,0.001977241,0.001313473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008470095,"about_ca_system_score_gemma":0.0009436826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006909431,"about_ca_topic_score_gemma":0.0006938494,"domain_scores_codex":[0.9983473,0.0003039201,0.0000614539,0.000300046,0.000856671,0.0001307135],"domain_scores_gemma":[0.9991118,0.0003313,0.00009931457,0.0000465478,0.0003250117,0.00008588569],"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":[0.0001601325,0.0004023681,0.0001093681,0.0002926712,0.00002546641,0.000118178,0.00006851314,0.000517876,0.9862432,0.0007961515,0.001136758,0.01012923],"study_design_scores_gemma":[0.00008555318,0.001284226,0.0003642721,0.00003347472,0.00002715794,0.0004875266,0.00003806598,0.01248223,0.9732586,0.0002586971,0.01161969,0.00006064275],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2993357,0.01037037,0.6669132,0.003013109,0.001574319,0.005687125,0.002219702,0.003241718,0.007644857],"genre_scores_gemma":[0.53649,0.00566992,0.4417328,0.00109729,0.0004043365,0.00312811,0.001464482,0.0001763902,0.009836763],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003305011,"threshold_uncertainty_score":0.01747882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03632652587011954,"score_gpt":0.3675147552188615,"score_spread":0.331188229348742,"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."}}