{"id":"W2566850938","doi":"10.1017/ice.2016.308","title":"Unit-Specific Rates of Hand Hygiene Opportunities in an Acute-Care Hospital","year":2016,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Hygiene; Observational study; Acute care; Emergency medicine; Intensive care unit; Health care; Medical emergency; Intensive care medicine; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0008206368,0.0002765033,0.001057865,0.000398994,0.0001318288,0.00001167069,0.00006285385,0.0003673887,0.0001061221],"category_scores_gemma":[0.001167323,0.0001949061,0.000151413,0.0001546552,0.0006019647,0.0003400651,0.00003208649,0.0002716495,0.00001294356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001156282,"about_ca_system_score_gemma":0.0001283276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000720165,"about_ca_topic_score_gemma":0.000248404,"domain_scores_codex":[0.9974325,0.0005727511,0.0009250147,0.0004780901,0.0001075758,0.000484067],"domain_scores_gemma":[0.9969477,0.001313993,0.0003657695,0.0003337447,0.0007723355,0.0002664281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003485451,0.0001779017,0.9075105,0.00007879931,0.00009609949,0.00002941937,0.00046752,0.000009270134,0.00172577,0.00554184,0.0001488574,0.08386544],"study_design_scores_gemma":[0.007008289,0.006303849,0.9774916,0.0001739466,0.00008134076,0.00006128078,0.0004697356,0.0001963242,0.0003232386,0.001374592,0.006249324,0.000266459],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791293,0.002542599,0.00233881,0.01353759,0.00114665,0.0007987989,0.00007055596,0.00008308439,0.0003526208],"genre_scores_gemma":[0.9955789,0.002788382,0.0001123677,0.0008294385,0.0004050855,0.0001362996,0.00003416138,0.00002844559,0.0000868743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08359898,"threshold_uncertainty_score":0.7948039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07235570214209683,"score_gpt":0.3567635377376072,"score_spread":0.2844078355955104,"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."}}