{"id":"W4415976443","doi":"10.24112/ajsotl.53016","title":"The Scholarship of Educational Leadership in Research-intensive University Contexts: Implications for Promotion and Tenure Supervision","year":2015,"lang":"","type":"article","venue":"Asian Journal of the Scholarship of Teaching and Learning","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Scholarship; Promotion (chess); Context (archaeology); Institution; Curriculum; Educational leadership; Higher education; Engaged scholarship","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.08185317,0.0001706733,0.0003633498,0.0004056445,0.003588893,0.0003179681,0.0008561576,0.0002178807,0.000006820063],"category_scores_gemma":[0.1513162,0.0001264338,0.0001741832,0.0004922087,0.001164599,0.002058053,0.0001962367,0.005613916,9.501213e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000308175,"about_ca_system_score_gemma":0.00121509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002634719,"about_ca_topic_score_gemma":0.0003060809,"domain_scores_codex":[0.9770882,0.02033546,0.0007962671,0.0002838555,0.00107224,0.0004239637],"domain_scores_gemma":[0.9873139,0.007277734,0.001793716,0.0002720214,0.003079001,0.0002635856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001032617,0.0003995326,0.6153332,0.0002527576,0.0002465569,0.000001473393,0.1948744,0.0003565152,0.001971355,0.06481469,0.0003743618,0.1203425],"study_design_scores_gemma":[0.001729246,0.0009891123,0.5979677,0.002533695,0.0001864836,0.00006608339,0.3590437,0.0001020517,0.00006308967,0.03173356,0.005397168,0.000188121],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7113061,0.00306527,0.00005780556,0.2842707,0.0002839602,0.0004076523,0.000004612252,0.00000340053,0.0006005468],"genre_scores_gemma":[0.9973484,0.0002026856,0.001185565,0.00006135053,0.0001890198,0.000001675807,0.000001518742,0.00001702342,0.0009927582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2860423,"threshold_uncertainty_score":0.9977083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4678833951177195,"score_gpt":0.4817097343498619,"score_spread":0.01382633923214238,"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."}}