{"id":"W4362648458","doi":"10.1017/ash.2023.122","title":"Global collaborations in antimicrobial stewardship: All hands on deck","year":2023,"lang":"en","type":"article","venue":"Antimicrobial Stewardship & Healthcare Epidemiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"Economic and Social Research Council; Public Health England; Wellcome Trust; Global Challenges Research Fund; Academy of Medical Sciences; National Institute for Health and Care Research","keywords":"Antimicrobial stewardship; Stewardship (theology); Global health; Psychological intervention; Action (physics); Call to action; Key (lock); Political science; Engineering ethics; Antibiotic resistance; Public relations; Medicine; Business; Engineering; Health care; Computer science; Biology; Nursing; Microbiology","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":[0.08995331,0.00193928,0.002586708,0.003584159,0.01417242,0.02719142,0.004100909,0.01712749,0.0446109],"category_scores_gemma":[0.108372,0.001421744,0.002922421,0.00341071,0.01200783,0.0435004,0.05816685,0.03096958,0.007985002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007847516,"about_ca_system_score_gemma":0.06418294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004509471,"about_ca_topic_score_gemma":0.01021768,"domain_scores_codex":[0.9111933,0.05496527,0.004189382,0.004891407,0.01124869,0.01351212],"domain_scores_gemma":[0.7089379,0.1005171,0.01148005,0.01272179,0.02606718,0.140276],"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":[0.0002785886,0.0005231642,0.007164097,0.004287061,0.000519666,0.001109909,0.01307059,0.001174826,0.0008629675,0.07749002,0.547369,0.34615],"study_design_scores_gemma":[0.0001570188,0.0004781509,0.005521363,0.01043922,0.0001919548,0.0008942471,0.02821973,0.000438527,0.0004091433,0.1467336,0.8062853,0.000231848],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002792018,0.0276448,0.006171674,0.9352244,0.0134852,0.0001449923,0.0001117921,0.0003023507,0.01412284],"genre_scores_gemma":[0.1887912,0.07935757,0.04746486,0.6388997,0.02669406,0.001124306,0.0005862069,0.000812516,0.01626959],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08995331,"threshold_uncertainty_score":0.4757243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06872466320739298,"score_gpt":0.3514528460805191,"score_spread":0.2827281828731261,"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."}}