{"id":"W1835862617","doi":"10.1136/bmj.h3931","title":"Improving hand hygiene in hospitals—more is better","year":2015,"lang":"en","type":"letter","venue":"BMJ","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Hygiene; Psychological intervention; Medicine; Systematic review; Health care; MEDLINE; Family medicine; Nursing","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":[0.01437604,0.0006934461,0.002024542,0.002283418,0.001730773,0.006164468,0.00129479,0.01128298,0.01530587],"category_scores_gemma":[0.09934844,0.0005832949,0.002240304,0.002142027,0.002317565,0.009885892,0.001719222,0.009774479,0.002493112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005603079,"about_ca_system_score_gemma":0.006720143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007486084,"about_ca_topic_score_gemma":0.01018088,"domain_scores_codex":[0.983457,0.008722834,0.002687288,0.001072871,0.003340693,0.0007192884],"domain_scores_gemma":[0.9193155,0.04989866,0.01217195,0.002612875,0.0119542,0.00404683],"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":[0.001708259,0.0004974902,0.01150266,0.02880955,0.001511486,0.001324732,0.0018639,0.0003502632,0.0007786974,0.008358452,0.5579409,0.3853536],"study_design_scores_gemma":[0.004103971,0.002077295,0.04485134,0.1104215,0.003411843,0.00495086,0.004851422,0.0007664996,0.001371694,0.04724116,0.7755584,0.0003940582],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003266297,0.08453581,0.0002658578,0.9019982,0.006799327,0.0000285775,0.000100126,0.00003137999,0.002974466],"genre_scores_gemma":[0.06985659,0.1169958,0.001832928,0.7762065,0.0325824,0.0001295577,0.0001728933,0.00004002868,0.002183269],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01530587,"threshold_uncertainty_score":0.0760287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02555566983405732,"score_gpt":0.3290010251454912,"score_spread":0.3034453553114339,"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."}}