{"id":"W1950401338","doi":"10.1186/2047-2994-2-s1-p146","title":"P146: Hands up. Improving hospital hand hygiene compliance rates as a key patient safety and quality initiative","year":2013,"lang":"en","type":"article","venue":"Antimicrobial Resistance and Infection Control","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hygiene; Patient safety; Compliance (psychology); Quality (philosophy); Medical emergency; Nursing; Health care; Pathology; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003120715,0.0003018405,0.0006281728,0.0001355334,0.000689561,0.0002171599,0.00003761911,0.0001931377,0.0001208595],"category_scores_gemma":[0.0008803526,0.0002772162,0.0001078419,0.0002051227,0.0003175096,0.0005767702,0.0000400631,0.0003564104,0.0000500198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001452147,"about_ca_system_score_gemma":0.0001553733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00254078,"about_ca_topic_score_gemma":0.0006074947,"domain_scores_codex":[0.9979703,0.0001995838,0.0006671496,0.0005341425,0.0001934331,0.0004353607],"domain_scores_gemma":[0.9977287,0.0002861201,0.0003656461,0.0002495795,0.001140143,0.0002298195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01097855,0.000943907,0.5657331,0.003726751,0.0009391892,0.00004804923,0.005449565,0.00002942439,0.2549462,0.004873284,0.01261669,0.1397153],"study_design_scores_gemma":[0.02446621,0.003152699,0.9224675,0.001203655,0.0002466412,0.00009249766,0.0003340197,0.001230852,0.02725208,0.0003486567,0.01822244,0.0009827955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854714,0.0007389637,0.003268028,0.005570173,0.000696598,0.001828966,0.00004916525,0.0001152971,0.00226141],"genre_scores_gemma":[0.9940668,0.0006778213,0.0001023962,0.004169597,0.0002636212,0.0001020123,0.00002575832,0.00002923305,0.0005627387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3567343,"threshold_uncertainty_score":0.999968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02081169296795586,"score_gpt":0.2949123826730998,"score_spread":0.274100689705144,"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."}}