{"id":"W7133782040","doi":"10.46254/au04.20250063","title":"System Dynamics Modeling of Employee Turnover Among Canadian Nursing Home Workers","year":2025,"lang":"","type":"article","venue":"","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Nursing homes; Turnover; System dynamics; Dynamics (music); Turnover intention","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001016197,0.0007791125,0.000617033,0.0007125505,0.00141291,0.001619566,0.001345107,0.00137342,0.003784465],"category_scores_gemma":[0.002685249,0.0004067256,0.0007797026,0.0005449127,0.0006378298,0.000359051,0.0009033302,0.001044762,0.0002511092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006930209,"about_ca_system_score_gemma":0.007476978,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8389233,"about_ca_topic_score_gemma":0.6751935,"domain_scores_codex":[0.9997332,0.0000472258,0.000008343698,0.00005180762,0.00004231626,0.0001171961],"domain_scores_gemma":[0.9988444,0.0005758363,0.0001143086,0.00002462721,0.0003186477,0.0001221424],"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":[0.00005931458,0.00005804946,0.01315524,0.00003960034,0.00003405513,0.00009536263,0.0001661923,0.9799694,0.0001979917,0.002627249,0.001139065,0.002458388],"study_design_scores_gemma":[0.00001071279,0.00001250497,0.002460882,0.000005370291,0.000007550766,0.000003731792,0.00008750882,0.9967009,0.00001670289,0.0003112426,0.0003767645,0.000006193937],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9454641,0.0005805598,0.02809877,0.001420615,0.0001110489,0.0001469853,0.002709572,0.0002357841,0.02123278],"genre_scores_gemma":[0.9927199,0.0001526576,0.002282642,0.00005793355,0.00001399021,0.00006630817,0.0006174886,0.00001275779,0.004076387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1610767,"threshold_uncertainty_score":0.3240507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05821671128667175,"score_gpt":0.3431618152067313,"score_spread":0.2849451039200596,"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."}}