{"id":"W4382981415","doi":"10.1016/j.ajic.2023.04.145","title":"Evaluation of Infection Preventionists Assignments Utilizing Data and Infection Preventionists Feedback to Determine Assignment Workload and Improve Job Satisfaction","year":2023,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Workload; Medicine; Intensive care unit; Job satisfaction; Infection control; Quarter (Canadian coin); Medical emergency; Emergency medicine; Nursing; Internal medicine; Intensive care medicine; Psychology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005629948,0.0003073126,0.0007754648,0.0009361854,0.0003232043,0.0001079897,0.00005801805,0.000145679,0.00006464999],"category_scores_gemma":[0.001943787,0.0003020298,0.0001799996,0.0009972609,0.0001743589,0.0007898589,0.00009322401,0.0004534661,0.00001329526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007718973,"about_ca_system_score_gemma":0.0004014393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001953344,"about_ca_topic_score_gemma":0.0007452054,"domain_scores_codex":[0.9954988,0.00104667,0.001339076,0.0005003648,0.001256451,0.0003586107],"domain_scores_gemma":[0.9953406,0.0003053505,0.001701693,0.0004595125,0.001849522,0.0003432739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003808035,0.00008966266,0.5099366,0.0001158443,0.0003937258,0.000002913913,0.00009532153,0.0006317935,0.007928084,0.000007670954,0.0001116252,0.480306],"study_design_scores_gemma":[0.005645147,0.003597184,0.9686108,0.0006806192,0.00144117,0.000397835,0.00007483285,0.01802747,0.0006527082,0.0001703495,0.0004810232,0.0002208643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688216,0.0001861818,0.02681853,0.0008208523,0.001453873,0.00165711,0.00002661277,0.00008396211,0.0001313151],"genre_scores_gemma":[0.9978621,0.0009119748,0.0003432087,0.0001536483,0.0005028918,0.0001071388,0.00001953807,0.00004202588,0.00005744811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4800851,"threshold_uncertainty_score":0.9999432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05665711718924318,"score_gpt":0.375540433629521,"score_spread":0.3188833164402778,"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."}}