{"id":"W3006612895","doi":"10.1093/jac/dkaa001","title":"A behavioural approach to specifying interventions: what insights can be gained for the reporting and implementation of interventions to reduce antibiotic use in hospitals?","year":2020,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Ottawa Hospital; Sinai Health System; University of Ottawa","funders":"NIHR Imperial Biomedical Research Centre; National Institute for Health and Care Research; Joint Programming Initiative on Antimicrobial Resistance; National Institute for Health Research Health Protection Research Unit; Norges Forskningsråd; Imperial College London; Scottish Government; Economic and Social Research Council; Chief Scientist Office, Scottish Government Health and Social Care Directorate; World Health Organization","keywords":"Psychological intervention; Generalizability theory; Context (archaeology); Medicine; Antimicrobial stewardship; Randomized controlled trial; Intensive care medicine; MEDLINE; Health care; Psychology; Nursing; Antibiotics; Surgery","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4639226,0.003964256,0.007248191,0.01228929,0.002800185,0.01358813,0.008577388,0.008476118,0.006594185],"category_scores_gemma":[0.6064005,0.002852703,0.01078187,0.01054053,0.01508293,0.02760183,0.007400341,0.01073713,0.001266388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02278231,"about_ca_system_score_gemma":0.04820888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01990559,"about_ca_topic_score_gemma":0.01842579,"domain_scores_codex":[0.3478762,0.5839506,0.03993969,0.007049782,0.01914407,0.00203967],"domain_scores_gemma":[0.2834637,0.6204266,0.03985478,0.02584452,0.02783189,0.002578614],"domain_codex":"methods","domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001915807,0.0008202235,0.02010047,0.2025247,0.007986286,0.0002845782,0.04981266,0.01030985,0.001017952,0.2177158,0.01290273,0.474609],"study_design_scores_gemma":[0.0027615,0.003119878,0.01943817,0.3387484,0.008639431,0.0006482107,0.02460285,0.02431416,0.002788804,0.4861994,0.08774461,0.000994516],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02500649,0.1370494,0.5784647,0.2101906,0.005334271,0.01569937,0.00361407,0.000856887,0.02378421],"genre_scores_gemma":[0.2824429,0.04310327,0.6056586,0.02969129,0.001024165,0.0357606,0.001339377,0.0001860485,0.0007937645],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5360774,"threshold_uncertainty_score":0.6610789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08214663958754104,"score_gpt":0.3448373062708189,"score_spread":0.2626906666832779,"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."}}