{"id":"W3095330138","doi":"10.1017/ice.2020.518","title":"Group Electronic Monitoring of Hand Hygiene on Inpatient Units: A Multicenter Cluster Randomized Quality Improvement Study","year":2020,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sinai Health System; Sunnybrook Health Science Centre; Lakeridge Health; Toronto East General Hospital; University of Toronto","funders":"","keywords":"Medicine; Hygiene; Quality management; Cluster randomised controlled trial; Emergency medicine; Randomized controlled trial; Cluster (spacecraft); Methicillin-resistant Staphylococcus aureus; Health care; Internal medicine; Staphylococcus aureus","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002823188,0.0002799616,0.001693504,0.0001410724,0.000148481,0.00001044823,0.00004622465,0.0001875745,0.00002081351],"category_scores_gemma":[0.009947453,0.0002149569,0.0002163747,0.0001941596,0.000203788,0.0000909955,0.00004452641,0.0005452052,0.000007551474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001704909,"about_ca_system_score_gemma":0.00007158126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002354826,"about_ca_topic_score_gemma":0.00008011633,"domain_scores_codex":[0.9956311,0.001803078,0.001399621,0.0005182776,0.0001778337,0.0004701066],"domain_scores_gemma":[0.995365,0.002979367,0.0006300165,0.0002344233,0.0005455252,0.0002457151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06997043,0.0009517078,0.9039963,0.0002318136,0.0007457663,0.000003874512,0.00116625,0.0002774117,0.001134531,0.001443716,0.0000355889,0.02004265],"study_design_scores_gemma":[0.379379,0.02997489,0.5769327,0.0001105314,0.0005153583,0.000005885942,0.0004979996,0.01090589,0.0002895877,0.0003336328,0.0007183485,0.0003361704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767289,0.0004304568,0.009076997,0.008707325,0.0008665689,0.004042996,0.00001110201,0.00008011201,0.00005555306],"genre_scores_gemma":[0.9944561,0.000189684,0.00005109932,0.004217003,0.0005230202,0.0005208306,0.00001049092,0.00002250276,0.000009331344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3270636,"threshold_uncertainty_score":0.9983922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03991502070687104,"score_gpt":0.3502485149597872,"score_spread":0.3103334942529162,"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."}}