{"id":"W4281706815","doi":"10.1016/j.ajic.2022.05.026","title":"Investigation of individual nurses’ relative hand hygiene performance using an anonymous automated electronic hand hygiene monitoring system and a nursing assignment schedule","year":2022,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Centre de Santé et de Services Sociaux de la Montagne; Jewish General Hospital","funders":"","keywords":"Medicine; Percentile; Rate ratio; Hygiene; Incidence (geometry); Confidence interval; Internal medicine; Statistics","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":[],"consensus_categories":[],"category_scores_codex":[0.00134406,0.0002194617,0.0007086139,0.0006764846,0.0007462451,0.00006503988,0.00007266202,0.00006327418,0.00001130161],"category_scores_gemma":[0.0001677503,0.000215699,0.0001153319,0.0006991651,0.0004166084,0.0005626307,0.00002086867,0.0007528051,4.268108e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001779011,"about_ca_system_score_gemma":0.0008543096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002126943,"about_ca_topic_score_gemma":0.000003586525,"domain_scores_codex":[0.9970744,0.0007068321,0.0008971354,0.0002418435,0.0006949725,0.0003847728],"domain_scores_gemma":[0.9967932,0.0001685999,0.001712908,0.0001775724,0.0009026581,0.0002450218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00233398,0.0003601224,0.7070432,0.0002267089,0.0009073299,0.00003491371,0.006037421,0.04821875,0.1726001,0.0001620981,0.000009164323,0.06206619],"study_design_scores_gemma":[0.01477851,0.03109422,0.6022405,0.001739988,0.001773771,0.008090829,0.007890444,0.2873403,0.04441144,0.00004009623,0.0000837665,0.0005160936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889255,0.0004424041,0.008932174,0.0002175008,0.0008352606,0.0005312402,0.000009921288,0.0000775334,0.00002844628],"genre_scores_gemma":[0.9988372,0.00002388765,0.0006513288,0.00006126245,0.0003486114,0.00003105457,0.000004817866,0.0000360403,0.000005846783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2391216,"threshold_uncertainty_score":0.879595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02082203060773217,"score_gpt":0.3011477668528245,"score_spread":0.2803257362450923,"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."}}