{"id":"W79633121","doi":"","title":"Leadership and Management in Higher Education: A Research Perspective","year":2012,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Perspective (graphical); Political science; Neuroleadership; Educational leadership; Quarter (Canadian coin); Foundation (evidence); Work (physics); Leadership studies; Public relations; Sociology; Leadership style; Engineering ethics; Pedagogy; Public administration; Engineering; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005956324,0.0006576781,0.0008581395,0.003199363,0.003055613,0.01172133,0.0009077806,0.006173999,0.00472402],"category_scores_gemma":[0.00479686,0.0003148519,0.0003459232,0.006500542,0.0156967,0.01094123,0.002972913,0.005717942,0.0006430476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007025747,"about_ca_system_score_gemma":0.005970777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003028716,"about_ca_topic_score_gemma":0.003335225,"domain_scores_codex":[0.9954423,0.003077342,0.0001092502,0.0003729181,0.0006289972,0.0003691722],"domain_scores_gemma":[0.9915763,0.006899776,0.0003764505,0.0002066943,0.0004678548,0.0004729043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006840271,0.00004794387,0.0005307629,0.0002610127,0.0000058703,0.00006603993,0.00205979,0.0004743611,0.00004649398,0.9778193,0.005204943,0.01347656],"study_design_scores_gemma":[0.00002323639,0.00008052097,0.002111797,0.002770976,0.000008805119,0.0002492827,0.01401569,0.001303332,0.0001573709,0.7554082,0.2238412,0.0000296585],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01534798,0.469177,0.008566716,0.3208922,0.002510455,0.0000310836,0.00009595043,0.00003581168,0.1833428],"genre_scores_gemma":[0.6064845,0.346909,0.004461125,0.0213357,0.009948059,0.00007348273,0.00008778006,0.00002804659,0.01067245],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01172133,"threshold_uncertainty_score":0.05097562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.176198065138719,"score_gpt":0.4416167781610209,"score_spread":0.2654187130223019,"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."}}