{"id":"W7126126572","doi":"","title":"Leadership Strategies for Capturing and Transferring the Knowledge of Experienced Workers in Canadian Higher Education Organizations","year":2025,"lang":"","type":"article","venue":"ScholarWorks (Walden University)","topic":"Racial and Ethnic Identity Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Diversity (politics); Qualitative research; Equity (law); Perception; Promotion (chess); Higher education; Diversity management; Qualitative property; Social work","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007384974,0.0001377897,0.0001894551,0.0008411685,0.001571768,0.0003825146,0.0006358894,0.0002717497,0.0001552869],"category_scores_gemma":[0.0001662498,0.0001469043,0.00006172354,0.004254643,0.0007146907,0.001127667,0.00006954085,0.0004818669,0.00000278354],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006342916,"about_ca_system_score_gemma":0.007998193,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4254991,"about_ca_topic_score_gemma":0.8912202,"domain_scores_codex":[0.9984184,0.0003256241,0.0002009028,0.0003174382,0.0001538482,0.0005837686],"domain_scores_gemma":[0.9989701,0.0002185409,0.00004886618,0.0001752721,0.0003719396,0.0002153098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001424676,0.0002334494,0.1235942,0.0005006259,0.0001639659,0.000006191348,0.2844062,0.0005126059,0.0004034551,0.5730621,0.000710518,0.01626417],"study_design_scores_gemma":[0.0005355335,0.00002621407,0.06653351,0.0006661888,0.00008448074,2.05496e-7,0.8865142,0.00008165717,0.0000785203,0.002320705,0.04291828,0.0002405278],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8538923,0.005136131,0.0004199407,0.01583768,0.00147576,0.00140387,0.00001373124,0.00002711772,0.1217935],"genre_scores_gemma":[0.9505018,0.000318552,0.00002518798,0.00004803894,0.00008085768,0.00000460871,0.000003024441,0.000007992168,0.04900994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.602108,"threshold_uncertainty_score":0.999728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05538546818003356,"score_gpt":0.3303231436832767,"score_spread":0.2749376755032431,"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."}}