{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0004873227,0.0003269483,0.0006947109,0.0003656431,0.00005395558,0.00004892416,0.0001236647,0.001166188,0.0003161267],"category_scores_gemma":[0.0005647552,0.0002945322,0.0001565816,0.0001895171,0.0000869255,0.00007709911,0.00006832184,0.002305161,0.0003212283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004721946,"about_ca_system_score_gemma":0.0005472508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001209807,"about_ca_topic_score_gemma":0.00005766716,"domain_scores_codex":[0.9976491,0.00008921984,0.0006067674,0.0005179183,0.0005789213,0.0005580803],"domain_scores_gemma":[0.9982625,0.00009186141,0.0002615495,0.0007495267,0.0005176354,0.0001169676],"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":[0.0000286165,0.00001174769,0.01544724,0.0006132512,0.00003554774,0.001393362,0.0003150665,3.447151e-7,0.00004286193,5.539207e-7,0.9712555,0.01085588],"study_design_scores_gemma":[0.001820658,0.0002366435,0.01074889,0.0005226064,0.00008346422,0.0002279241,0.00003546747,0.000193789,0.0001087858,0.00004688553,0.9856319,0.0003430113],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01559735,0.0006373852,0.00003599893,0.9770409,0.001833795,0.00149566,0.00005126455,0.0000796805,0.003227989],"genre_scores_gemma":[0.007950203,0.000007519497,0.0004550048,0.9633255,0.01890119,0.0002493172,0.0002427523,0.0001082982,0.008760232],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01706739,"threshold_uncertainty_score":0.9999965,"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."}}