{"id":"W2274040628","doi":"10.1016/j.ajic.2016.01.002","title":"Effectiveness of an extended period of flashing lights and strategic signage to increase the salience of alcohol-gel dispensers for improving hand hygiene compliance","year":2016,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Signage; Hygiene; Flashing; Salience (neuroscience); Compliance (psychology); Medical emergency; Advertising; Artificial intelligence; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004677931,0.0003581161,0.0006537542,0.0001922482,0.0003287077,0.0003306375,0.0003560398,0.0005774243,0.003473274],"category_scores_gemma":[0.002252325,0.0001833323,0.0003820296,0.0001302542,0.000221894,0.0004870389,0.0004437626,0.0006362434,0.0002078708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002058586,"about_ca_system_score_gemma":0.0009261466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001319327,"about_ca_topic_score_gemma":0.00240258,"domain_scores_codex":[0.9996636,0.0001225155,0.0000358035,0.00006170764,0.00005953605,0.00005683452],"domain_scores_gemma":[0.999226,0.0002886542,0.0001142378,0.00004256899,0.00005090169,0.0002777444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.2037546,0.1798068,0.01541845,0.001927842,0.0006807904,0.0002566446,0.001395665,0.003096205,0.184895,0.000540878,0.001341865,0.4068853],"study_design_scores_gemma":[0.03295087,0.6457965,0.2197053,0.0007280566,0.002547399,0.0003195625,0.001539827,0.02075633,0.06943038,0.0008690368,0.005117096,0.0002397097],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988754,0.0002118408,0.0002425563,0.00007599925,0.00004258259,0.00008659801,0.00001781271,0.00002134372,0.0004256946],"genre_scores_gemma":[0.9973505,0.0002098223,0.001742811,0.0001083639,0.0000326258,0.0001021525,0.00002006233,0.000004783995,0.0004289288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003473274,"threshold_uncertainty_score":0.01161927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02183481848730345,"score_gpt":0.3179966821567852,"score_spread":0.2961618636694817,"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."}}