{"id":"W2988262858","doi":"10.1017/ice.2019.293","title":"Nudging In MicroBiology Laboratory Evaluation (NIMBLE): A scoping review","year":2019,"lang":"en","type":"review","venue":"Infection Control and Hospital Epidemiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University of Toronto; Public Health Ontario","funders":"","keywords":"Medicine; Antimicrobial stewardship; MEDLINE; PsycINFO; Antimicrobial; Randomized controlled trial; Intensive care medicine; Antibiotic resistance; Family medicine; Antibiotics; Internal medicine; Microbiology; Biology","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":[0.05741304,0.00270985,0.008040555,0.03498417,0.002238416,0.008630406,0.004293494,0.006443342,0.005511278],"category_scores_gemma":[0.2059777,0.002367289,0.00772892,0.02921832,0.003308132,0.009082534,0.005422951,0.003372853,0.00113821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009852874,"about_ca_system_score_gemma":0.03790783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01091121,"about_ca_topic_score_gemma":0.01983635,"domain_scores_codex":[0.944864,0.02229016,0.02052651,0.002161846,0.009294108,0.0008634069],"domain_scores_gemma":[0.7845553,0.1674061,0.02567486,0.003796865,0.01708969,0.001477202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001060018,0.00003433753,0.0004415896,0.7944298,0.001098274,0.0001219563,0.0007327921,0.000180586,0.0001569181,0.00134565,0.006730461,0.1946217],"study_design_scores_gemma":[0.00002595025,0.00003728253,0.0004865978,0.9760786,0.002220297,0.0001190287,0.0002299726,0.00005917291,0.00006159644,0.0004480003,0.02021674,0.00001661768],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002171004,0.9969432,0.0003524498,0.0009251189,0.0003380761,0.0005188865,0.0000976911,0.00001729795,0.0005901193],"genre_scores_gemma":[0.003009995,0.9926972,0.001791196,0.0007830422,0.0001908311,0.001211602,0.0001416062,0.00001263976,0.0001619612],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05741304,"threshold_uncertainty_score":0.3036328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04704365675411124,"score_gpt":0.3726971193470003,"score_spread":0.3256534625928891,"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."}}