{"id":"W2794234204","doi":"10.1177/1757177417751285","title":"Interventions to improve hand hygiene compliance in patient care: Reflections on three systematic reviews for the Cochrane Collaboration 2007–2017","year":2018,"lang":"en","type":"review","venue":"Journal of Infection Prevention","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Memorial University of Newfoundland","funders":"","keywords":"Medicine; Psychological intervention; Systematic review; Hygiene; Cochrane collaboration; Intervention (counseling); Compliance (psychology); Scope (computer science); MEDLINE; Alternative medicine; Nursing; Cochrane Library; Family medicine; Intensive care medicine; Pathology; Psychology","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":[0.4023944,0.003452993,0.01195378,0.01340581,0.003055297,0.01651693,0.007812258,0.01577618,0.00462903],"category_scores_gemma":[0.5706986,0.00432421,0.01740156,0.01566836,0.006973464,0.02698078,0.01480614,0.02690534,0.001255403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03037598,"about_ca_system_score_gemma":0.09831782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02957821,"about_ca_topic_score_gemma":0.07294447,"domain_scores_codex":[0.6535109,0.1548448,0.1180987,0.009637166,0.05776467,0.006143716],"domain_scores_gemma":[0.2576007,0.5643498,0.04907418,0.01443037,0.1080608,0.006484108],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001910475,0.00009473214,0.002198877,0.4383131,0.008258129,0.0002758003,0.005717309,0.0005606084,0.0008497531,0.01695325,0.1087702,0.4160979],"study_design_scores_gemma":[0.000440474,0.0002840995,0.002315407,0.7872489,0.00963461,0.0003285538,0.001793107,0.0001757532,0.0005315224,0.006759977,0.1902768,0.0002108117],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004296364,0.9025033,0.0009970334,0.09099186,0.003746162,0.0003533217,0.0002867227,0.00003032197,0.0006616892],"genre_scores_gemma":[0.009079296,0.9075809,0.01606832,0.06134881,0.002364336,0.002376079,0.0005464949,0.0001283123,0.0005075086],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5976056,"threshold_uncertainty_score":0.7369541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2247821227590645,"score_gpt":0.513543208280694,"score_spread":0.2887610855216295,"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."}}