{"id":"W4409991012","doi":"10.20343/teachlearninqu.13.18","title":"Establishing and Sustaining SoTL: The Role of Brokering and Strategic Leadership","year":2025,"lang":"en","type":"article","venue":"Teaching & Learning Inquiry The ISSOTL Journal","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Strategic leadership; Higher education; Strategic planning; Process management; Public relations; Business; Management; Sociology; Knowledge management; Pedagogy; Political science; Marketing; Computer science; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04004886,0.0003569839,0.0005576251,0.002875075,0.0119221,0.02157931,0.002126202,0.002741453,0.003850708],"category_scores_gemma":[0.05141588,0.000409263,0.0005628166,0.002383868,0.03349898,0.01444994,0.01999437,0.004670628,0.0006650095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008684988,"about_ca_system_score_gemma":0.01869999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003699833,"about_ca_topic_score_gemma":0.003431345,"domain_scores_codex":[0.9532183,0.03427004,0.001444916,0.002180057,0.003614456,0.005272184],"domain_scores_gemma":[0.9497085,0.02527348,0.006688348,0.003951064,0.003643298,0.01073523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004184509,0.000124667,0.01643283,0.0002052615,0.00002349508,0.001113053,0.7083744,0.0003190571,0.001048347,0.2205509,0.002371483,0.04939462],"study_design_scores_gemma":[0.00004785049,0.0001735452,0.006544586,0.0008147432,0.00002850898,0.0005276699,0.7163823,0.001688681,0.0007622129,0.1779517,0.09499239,0.0000858428],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7353172,0.002851755,0.05199519,0.05717248,0.0005567692,0.0003770923,0.00004330707,0.0002757451,0.1514104],"genre_scores_gemma":[0.9953237,0.0002096724,0.002501987,0.0007563968,0.00003317297,0.00004724471,0.000007372949,0.00002394209,0.001096493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04004886,"threshold_uncertainty_score":0.2118011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08888738846962851,"score_gpt":0.3802437672034135,"score_spread":0.291356378733785,"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."}}