{"id":"W2808148419","doi":"","title":"Fitch, P., & Van Brunt, B. (2016). A Guide to Leadership and Management in Higher Education: Managing Across the Generations. New York, NY: Routledge. Pages: 196. ISBN: 9781138913172","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Sociology; Management; Political science; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003127393,0.001062212,0.000701291,0.004848809,0.003388859,0.004250425,0.001905622,0.004440109,0.04680246],"category_scores_gemma":[0.01196057,0.001016723,0.0004297566,0.00399209,0.00311329,0.01051803,0.001846044,0.003984225,0.02468874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003900425,"about_ca_system_score_gemma":0.005675217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05041246,"about_ca_topic_score_gemma":0.1378432,"domain_scores_codex":[0.998956,0.0001686458,0.00009128548,0.0001117401,0.0005923578,0.00008002094],"domain_scores_gemma":[0.9945607,0.003317493,0.0003010812,0.0001745042,0.001389697,0.0002566484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000169348,0.00003195439,0.0005948589,0.000607915,0.00001093728,0.0001000604,0.002277829,0.000141034,0.0002090246,0.01833156,0.5809162,0.3967616],"study_design_scores_gemma":[0.000006466449,0.00001618134,0.0021468,0.001278812,0.000009849283,0.0001758654,0.001038148,0.00007005584,0.0002733219,0.01965048,0.975309,0.00002500819],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003208807,0.499888,0.02578193,0.1470052,0.008490536,0.0003020313,0.002949806,0.0005143025,0.3118594],"genre_scores_gemma":[0.05483163,0.5133026,0.05923372,0.01457661,0.002733137,0.0006941619,0.001995695,0.0006503465,0.3519821],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05041246,"threshold_uncertainty_score":0.1565698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07670847407915676,"score_gpt":0.3758619230469733,"score_spread":0.2991534489678165,"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."}}