{"id":"W4313430408","doi":"10.1108/jarhe-06-2022-0200","title":"Bringing clarity to the leadership of teaching and learning in higher education: a systematic review","year":2023,"lang":"en","type":"review","venue":"Journal of Applied Research in Higher Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Leadership studies; Transformational leadership; Educational leadership; Scholarship; Distributed leadership; Transactional leadership; Context (archaeology); Leadership style; Transformative learning; Shared leadership; Empirical research; Sociology; Originality; Leadership development; Neuroleadership; Public relations; CLARITY; Political science; Higher education; Leadership; Pedagogy; Qualitative research; Social science; Epistemology","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":[0.03613516,0.000994729,0.004710064,0.01935966,0.00136943,0.005763798,0.001702228,0.002596994,0.003313871],"category_scores_gemma":[0.1453061,0.001105191,0.003442619,0.01720598,0.002304191,0.006102951,0.003029979,0.002001573,0.0003704959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005945126,"about_ca_system_score_gemma":0.03318973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005255148,"about_ca_topic_score_gemma":0.01862434,"domain_scores_codex":[0.9623452,0.01739994,0.0109636,0.001766761,0.00668583,0.000838703],"domain_scores_gemma":[0.8026915,0.1492157,0.02509607,0.002992557,0.0178558,0.002148322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001290388,0.00004596903,0.001756105,0.9120004,0.002389337,0.0002012188,0.002937238,0.00008828045,0.0002087293,0.001065047,0.002339188,0.07683951],"study_design_scores_gemma":[0.00006368974,0.0001204258,0.002731117,0.9669718,0.006908026,0.0003547035,0.002737169,0.00005287855,0.0001392597,0.000497357,0.01939395,0.00002957614],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003319696,0.9929724,0.000454991,0.001254085,0.0002918393,0.0008597725,0.0002253979,0.0000116772,0.0006101708],"genre_scores_gemma":[0.0610936,0.9315894,0.00264374,0.001812723,0.0002251173,0.002135165,0.000247689,0.00001378891,0.0002388364],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03613516,"threshold_uncertainty_score":0.1911032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.71214753749639,"score_gpt":0.6086081969849311,"score_spread":0.103539340511459,"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."}}