{"id":"W3196154889","doi":"10.1093/jacamr/dlab107","title":"Feasibility study of a field survey to measure antimicrobial usage in humans and animals in the Mekong Delta region of Vietnam","year":2021,"lang":"en","type":"article","venue":"JAC-Antimicrobial Resistance","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Wellcome Trust","keywords":"Mekong delta; Population; Veterinary medicine; Antimicrobial; Biology; Geography; Environmental health; Animal science; Medicine; Environmental science","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":[],"consensus_categories":[],"category_scores_codex":[0.001119244,0.0001879086,0.0004060204,0.00004651845,0.00006900461,0.00002703848,0.0003448201,0.00008076175,0.00007507932],"category_scores_gemma":[0.0004389857,0.0001549389,0.00005639694,0.0006641268,0.0002087018,0.0001290661,0.0002742514,0.0002297524,0.000005480278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008743444,"about_ca_system_score_gemma":0.00001982923,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001556451,"about_ca_topic_score_gemma":0.04540928,"domain_scores_codex":[0.9976152,0.000663612,0.0005432812,0.0005221724,0.0003191712,0.0003365282],"domain_scores_gemma":[0.9990773,0.0002611465,0.0001351237,0.0004290099,0.00001435316,0.000083092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000367189,0.00110384,0.6927953,0.00005472244,0.000007033398,0.00007247277,0.001238737,0.00006475647,0.3033181,0.000007021674,0.0007795814,0.00019127],"study_design_scores_gemma":[0.0009881123,0.0001263942,0.9355233,0.0001643173,0.00001515983,0.000006696346,0.0002771677,0.000006587125,0.06264103,0.00002054047,0.00007250734,0.0001582259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978372,0.00005829063,0.00004462955,0.0006629289,0.00003978031,0.0006499404,0.00004067461,0.000004778084,0.0006617665],"genre_scores_gemma":[0.998943,0.00005888566,0.0002565985,0.0006325315,0.000008268092,0.000002670671,0.000003839983,0.00001099894,0.00008322503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.242728,"threshold_uncertainty_score":0.9720095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06022031053940663,"score_gpt":0.3117905549444723,"score_spread":0.2515702444050656,"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."}}