{"id":"W2902183217","doi":"10.1016/j.ajic.2018.08.029","title":"Effect of intermittent deployment of an electronic monitoring system on hand hygiene behaviors in healthcare workers","year":2018,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto","funders":"Toronto Rehab, University of Toronto; Canadian Institutes of Health Research; Toronto Rehabilitation Institute; Ontario Ministry of Health and Long-Term Care","keywords":"Software deployment; Hygiene; Medicine; Intervention (counseling); Health care; Nursing; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001639681,0.0002199997,0.001078116,0.0007872822,0.0000744084,0.00001153323,0.0000841714,0.00008658483,0.000007462735],"category_scores_gemma":[0.0002757067,0.0001779381,0.0002688166,0.0005328291,0.0002550788,0.0001312323,0.00001054452,0.0005865138,0.000002361676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001164107,"about_ca_system_score_gemma":0.0003420984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002993519,"about_ca_topic_score_gemma":0.0001823733,"domain_scores_codex":[0.996904,0.0008400503,0.001190121,0.0002056685,0.0004699255,0.0003902914],"domain_scores_gemma":[0.9965978,0.0003278102,0.001490712,0.0002802187,0.001070068,0.000233347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006891893,0.0002361837,0.8108416,0.0002478586,0.000177123,0.00002681917,0.000208916,0.000337219,0.009136866,0.00002229961,0.000003993704,0.1718693],"study_design_scores_gemma":[0.0126387,0.1457869,0.742057,0.003416882,0.0004500435,0.0008015599,0.0005744672,0.0009822736,0.09302112,0.000003306714,0.00006136189,0.0002064184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966698,0.0001531647,0.0009071862,0.0004882402,0.001074479,0.0006542862,0.000002627504,0.00002467937,0.00002559544],"genre_scores_gemma":[0.9991839,0.00003312175,0.00004157243,0.00008142773,0.0005878194,0.00003418398,8.161379e-7,0.00003388554,0.000003258279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1716628,"threshold_uncertainty_score":0.7256106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007922009498273305,"score_gpt":0.323525839444167,"score_spread":0.3156038299458937,"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."}}