{"id":"W2255392326","doi":"10.1093/ofid/ofu052.1046","title":"1500Predictors of Hand Hygiene in the Emergency Department (ED): Impact of ED Crowding","year":2014,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Emergency department; Medicine; Crowding; Hygiene; Medical emergency; Emergency medicine; Nursing; Pathology","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":[0.0004481098,0.0001955683,0.0005137405,0.0001945421,0.0001651887,0.00003210056,0.0002341337,0.00007901253,0.000584441],"category_scores_gemma":[0.0008806908,0.0001330426,0.000290029,0.0003772384,0.0001029873,0.0001888624,0.0001119667,0.0001454716,0.00001211581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001727614,"about_ca_system_score_gemma":0.0002502307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003890414,"about_ca_topic_score_gemma":0.0007749266,"domain_scores_codex":[0.9982285,0.0002426142,0.0006172842,0.0002454017,0.00030691,0.0003592872],"domain_scores_gemma":[0.9985174,0.0002111467,0.0003047387,0.0005115229,0.0002961791,0.0001590138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000275225,0.0006296604,0.9885961,0.0001512062,0.000124394,0.000004055605,0.0001773322,0.0002481338,0.000419237,0.0006292854,0.005159168,0.003586156],"study_design_scores_gemma":[0.003057513,0.002707927,0.9906735,0.0001824558,0.0001922921,0.000029767,0.0001786994,0.0006211692,0.0005537466,0.0008307106,0.0008256921,0.0001464915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985712,0.0005248857,0.0001810027,0.000330609,0.0003521668,0.001540578,0.00008898285,0.00003068232,0.01123908],"genre_scores_gemma":[0.9993218,0.0001195156,0.000009678864,0.0001630921,0.00009657823,0.0001694221,0.00005102522,0.00002472473,0.00004418037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01360977,"threshold_uncertainty_score":0.6399219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01349529791286454,"score_gpt":0.3369994252575149,"score_spread":0.3235041273446504,"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."}}