{"id":"W4205349564","doi":"10.3390/antibiotics11010063","title":"Antimicrobial Resistance and Environmental Health: A Water Stewardship Framework for Global and National Action","year":2022,"lang":"en","type":"article","venue":"Antibiotics","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; United Nations University Institute for Water, Environment, and Health","funders":"","keywords":"Sanitation; Business; Stewardship (theology); Environmental planning; Action plan; Environmental resource management; Global health; Scope (computer science); Water supply; Public health; Environmental health; Environmental science; Political science; Medicine; Environmental engineering; Ecology","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":[0.04008499,0.002214612,0.001706709,0.005500393,0.007323375,0.021015,0.00445795,0.01121529,0.005054058],"category_scores_gemma":[0.01996021,0.0008066707,0.002052688,0.002939289,0.02819081,0.0184596,0.02345867,0.01397873,0.0008608798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01664506,"about_ca_system_score_gemma":0.08018894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01703874,"about_ca_topic_score_gemma":0.02320956,"domain_scores_codex":[0.9730137,0.01681237,0.001243067,0.001744565,0.004449543,0.002736718],"domain_scores_gemma":[0.9821801,0.008615668,0.001139221,0.001050183,0.00386279,0.003152087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000294857,0.0001652491,0.001289658,0.001656195,0.00008224098,0.0002638431,0.009826669,0.002803381,0.0006364424,0.8628799,0.03468488,0.08568215],"study_design_scores_gemma":[0.0000204285,0.0001294119,0.001151846,0.004604728,0.00007172872,0.00009378154,0.0136345,0.001138634,0.0005388634,0.5501327,0.4284027,0.00008067291],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007026765,0.06304072,0.08038506,0.7341042,0.00441506,0.0005132666,0.0002657678,0.0003580074,0.1098912],"genre_scores_gemma":[0.5473233,0.09712312,0.1851449,0.142764,0.003946077,0.001648149,0.0004959712,0.0004128675,0.02114153],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04008499,"threshold_uncertainty_score":0.2119922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03699095173869758,"score_gpt":0.3138444951544854,"score_spread":0.2768535434157878,"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."}}