{"id":"W2353193671","doi":"","title":"A national multi-centre study of accuracy of hand hygiene of health care workers in ICUs","year":2015,"lang":"en","type":"article","venue":"Zhongguo yiyuan ganranxue zazhi","topic":"Medical Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hygiene; Medicine; Health care; Family medicine; Hand washing; Quarter (Canadian coin); Intensive care; Nursing; Environmental health; Intensive care medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0006629666,0.0001587179,0.0006710588,0.0003175968,0.00003106774,0.000005255845,0.0001585369,0.00007665042,0.00007428708],"category_scores_gemma":[0.002681449,0.0001257606,0.0000845431,0.0005150869,0.0001728398,0.00007031186,0.00007028892,0.0002053352,0.00001088684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002175102,"about_ca_system_score_gemma":0.001651078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003032063,"about_ca_topic_score_gemma":0.001254104,"domain_scores_codex":[0.9971194,0.0001985609,0.0007245135,0.0002716938,0.001334173,0.0003516657],"domain_scores_gemma":[0.9980796,0.0002179946,0.0003080922,0.0002907462,0.0006999444,0.0004035985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001174497,0.007548319,0.9451461,0.0006308705,0.000276228,0.0001022896,0.02218687,0.00004706459,0.00049119,0.00002015226,0.001055192,0.02132126],"study_design_scores_gemma":[0.05463855,0.004526281,0.8747959,0.001455497,0.0000958908,0.00001448488,0.05880469,0.0002683882,0.004677495,0.00005129663,0.0004587437,0.000212832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962191,0.001646962,0.00003059118,0.0003538191,0.00007842561,0.001100031,0.00005141578,0.000009658297,0.0005100091],"genre_scores_gemma":[0.9989773,0.00003663842,0.0005939138,0.00003823172,0.00002636505,0.00001674153,0.00006036727,0.00001846445,0.0002319949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07035021,"threshold_uncertainty_score":0.5128368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1017895677044492,"score_gpt":0.4125884172993374,"score_spread":0.3107988495948881,"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."}}