{"id":"W3049412540","doi":"10.1097/ccm.0000000000004552","title":"Workforce, Workload, and Burnout in Critical Care Organizations: Survey Results and Research Agenda*","year":2020,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; National Heart, Lung, and Blood Institute","keywords":"Staffing; Workload; Medicine; Workforce; Burnout; Nursing; Intensive care; Family medicine; Intensive care medicine; Management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01636952,0.0002641172,0.000329592,0.001841154,0.0008794201,0.001392466,0.000712829,0.0004575231,0.001040016],"category_scores_gemma":[0.02816194,0.0002354034,0.0003906478,0.0048249,0.0006178431,0.001789692,0.0009366121,0.0005010787,0.0001789448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003610203,"about_ca_system_score_gemma":0.01228316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1603408,"about_ca_topic_score_gemma":0.1890178,"domain_scores_codex":[0.9917288,0.00449365,0.0005417818,0.0003165521,0.001974054,0.0009449736],"domain_scores_gemma":[0.9743803,0.01091893,0.004470202,0.0006124574,0.008489856,0.001128235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004043712,0.00009050401,0.9810712,0.0003468849,0.00004209477,0.00002221287,0.001845009,0.0001427743,0.00006793418,0.0001001427,0.0009735728,0.01525726],"study_design_scores_gemma":[0.000009344093,0.0002175717,0.9873601,0.000389566,0.00002961433,0.0000420547,0.009050813,0.0003034651,0.0001338497,0.00006759034,0.002386782,0.000009344351],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831272,0.00579729,0.00101546,0.003983674,0.00003468939,0.0002545562,0.002371957,0.00001472825,0.003400434],"genre_scores_gemma":[0.9931346,0.002618635,0.001360457,0.0006244204,0.00005184341,0.0002539552,0.001688834,0.000004466503,0.0002627318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1603408,"threshold_uncertainty_score":0.3188149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3075812066622421,"score_gpt":0.4932996630699003,"score_spread":0.1857184564076582,"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."}}