{"id":"W2107310962","doi":"10.12927/cjnl.2010.21730","title":"British Columbia's Provincial Nursing Workload Project: Evidence to Empowerment","year":2010,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Workload; Front line; Empowerment; Nursing; Health care; Mental health; Psychology; Medicine; Political science; Management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001029867,0.0002544062,0.000451906,0.0001827367,0.001303978,0.0003185619,0.0004619117,0.0005332429,0.001462669],"category_scores_gemma":[0.0009673663,0.0003822452,0.0001505508,0.0008463083,0.0003178206,0.0003156947,0.00003558528,0.00177394,0.0003624442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007789209,"about_ca_system_score_gemma":0.001224029,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01339483,"about_ca_topic_score_gemma":0.04207321,"domain_scores_codex":[0.9959307,0.000395354,0.0006507587,0.0007921106,0.0006702031,0.001560842],"domain_scores_gemma":[0.9979659,0.0004664144,0.0002244837,0.0006220485,0.0003111835,0.0004100233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000207094,0.0003594357,0.01062406,0.0002139542,0.00001401224,0.00003154605,0.05165252,7.247735e-7,0.00351843,0.00004490697,0.5852938,0.3480395],"study_design_scores_gemma":[0.003861939,0.001696215,0.5709515,0.07834129,0.0004637299,0.0002656706,0.2636087,0.00005844793,0.0003885225,0.003037163,0.07437669,0.002950105],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9310308,0.0009675767,0.0003557468,0.02450329,0.0179247,0.003518261,0.00001728892,0.0007246163,0.0209578],"genre_scores_gemma":[0.9745833,0.00001245045,0.002776635,0.001352708,0.003315616,0.0002214669,0.00001364477,0.00009479903,0.01762939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5603275,"threshold_uncertainty_score":0.9999962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2031194208457153,"score_gpt":0.4144251174216472,"score_spread":0.211305696575932,"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."}}