{"id":"W7034070526","doi":"","title":"A Stochastic Programming Approach for Nurse Workforce Planning Under Uncertainty in a Hospital Context","year":2021,"lang":"","type":"dissertation","venue":"TSpace","topic":"Smart Grid Security and Resilience","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Workforce; Workforce planning; Staffing; Context (archaeology); Workforce management; Heuristic; Task (project management); Sample (material)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.003026491,0.001510499,0.001645935,0.0009900433,0.0006710041,0.001652064,0.001685832,0.001682021,0.004321843],"category_scores_gemma":[0.006301954,0.001143537,0.001400676,0.0013857,0.00101766,0.000993688,0.001315939,0.00257755,0.0002747623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002746278,"about_ca_system_score_gemma":0.003599021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03146965,"about_ca_topic_score_gemma":0.0216255,"domain_scores_codex":[0.9985261,0.0008397496,0.00004703272,0.0001966943,0.0001890508,0.0002014106],"domain_scores_gemma":[0.9946754,0.004435982,0.0003141794,0.00005454655,0.0003207368,0.00019906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000008315804,0.000008480384,0.00008716596,0.00001315964,0.00000973565,0.00001645137,0.000008803331,0.9955208,0.00003825995,0.003138648,0.0001578646,0.0009923755],"study_design_scores_gemma":[0.000004210344,0.000009545106,0.00003784502,0.000004502296,0.000003847079,0.000002493286,0.000008135386,0.9969659,0.00002046662,0.002806844,0.0001327678,0.000003478657],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02865238,0.0006432769,0.9615447,0.001329195,0.0001265601,0.000146672,0.0004652429,0.0001776943,0.006914308],"genre_scores_gemma":[0.7857059,0.001609699,0.1993374,0.0004619078,0.0003061608,0.0008585026,0.0006397952,0.0001551331,0.01092543],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03146965,"threshold_uncertainty_score":0.06257296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01940267203583441,"score_gpt":0.3089096563897901,"score_spread":0.2895069843539557,"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."}}