{"id":"W4220748240","doi":"10.30828/real.951165","title":"Student Leadership and Student Government","year":2022,"lang":"en","type":"article","venue":"Research in Educational Administration & Leadership","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Tokenism; Politics; Scholarship; Political science; Government (linguistics); Leadership style; Power (physics); Educational leadership; Public relations; Servant leadership; Leadership; Pedagogy; Student affairs; Democracy; Action (physics); Higher education; Sociology; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007149591,0.0001113151,0.0001129916,0.000190776,0.001745342,0.0002878431,0.0004243483,0.00004834908,0.004159375],"category_scores_gemma":[0.0003377822,0.0001335956,0.00003475241,0.0007295781,0.0003420365,0.0003043146,0.0001220323,0.0007896931,0.00006956802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001845325,"about_ca_system_score_gemma":0.001999823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003503614,"about_ca_topic_score_gemma":0.001055271,"domain_scores_codex":[0.9932123,0.002172876,0.0003319732,0.0004274666,0.003225011,0.0006303081],"domain_scores_gemma":[0.9980576,0.00124863,0.00008748678,0.000207532,0.0001224336,0.0002762843],"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":[0.0001333962,0.004742868,0.227556,0.00009351143,0.0000569683,0.00001884078,0.1565974,0.0001403171,0.0001078781,0.5702801,0.03372528,0.006547397],"study_design_scores_gemma":[0.0002326491,0.0001663461,0.2540686,0.00001348889,0.000003948064,0.000003172162,0.5484787,0.000003378289,0.00001192021,0.001606643,0.1952837,0.0001274239],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4909126,0.0009225317,0.000006826462,0.4599112,0.0009154208,0.001012179,0.00001759802,0.00003061242,0.04627106],"genre_scores_gemma":[0.9772591,0.0001010968,0.0001304486,0.000888281,0.0005260762,0.0008502522,0.00002915307,0.00001341084,0.02020218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5686734,"threshold_uncertainty_score":0.9995543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4569304221764127,"score_gpt":0.5170956710847368,"score_spread":0.06016524890832409,"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."}}