{"id":"W4251236183","doi":"10.11124/01938924-200604080-00001","title":"Systematic review of evidence on the impact of nursing workload and staffing on establishing healthy work environments","year":2006,"lang":"en","type":"article","venue":"The JBI Database of Systematic Reviews and Implementation Reports","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Registered Nurses' Association of Ontario","funders":"","keywords":"Workload; Staffing; CINAHL; MEDLINE; Nursing; Health care; Work (physics); Computer science; Medicine; Operations management; Knowledge management; Psychological intervention; Engineering","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":[0.01219277,0.0002244979,0.001570531,0.00009543666,0.0003011076,0.00001771304,0.0001473893,0.00003675426,0.00008310241],"category_scores_gemma":[0.002016041,0.00009594547,0.0001720081,0.0003558405,0.00007838335,0.0001903111,0.00005595432,0.0001655568,0.000002870603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001409077,"about_ca_system_score_gemma":0.00008822759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000729406,"about_ca_topic_score_gemma":0.00001124721,"domain_scores_codex":[0.9920729,0.00283211,0.004025237,0.0002481343,0.0005771425,0.000244413],"domain_scores_gemma":[0.9889864,0.003545449,0.006281151,0.001039868,0.00009123705,0.00005586785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00002823034,0.00006715708,0.001083172,0.9892,0.00005923922,0.000002015691,0.001864106,0.000001963042,0.0001240169,0.0001506063,0.006929991,0.0004895298],"study_design_scores_gemma":[0.0001421014,0.0001766867,0.003072873,0.991248,0.0005933648,0.00001744889,0.004517684,0.000004816681,0.00005459469,0.00006725949,0.00001565619,0.00008948571],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.4192831,0.5275228,0.0006936872,0.00219302,0.000550971,0.04923739,0.0001334004,0.00002122689,0.0003643804],"genre_scores_gemma":[0.9122981,0.08593985,0.0002129812,0.0002556553,0.00007014113,0.001040695,0.00007591366,0.0000272352,0.00007936474],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.493015,"threshold_uncertainty_score":0.4225794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1828623101579518,"score_gpt":0.4880772386437753,"score_spread":0.3052149284858235,"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."}}