{"id":"W4390271008","doi":"10.29173/ijll38","title":"Reflections about leadership in higher education: A Chilean case","year":2023,"lang":"en","type":"article","venue":"International Journal for Leadership in Learning","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Leadership development; Educational leadership; Neuroleadership; Leadership studies; Relation (database); Servant leadership; Shared leadership; Leadership style; Higher education; Political science; Pedagogy; Sociology; Transactional leadership; Management; Public relations; Computer science","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":[0.006366068,0.0007607214,0.0006049682,0.00110006,0.02194369,0.006674506,0.002544795,0.004964739,0.004069664],"category_scores_gemma":[0.01782774,0.0006060018,0.000492479,0.00147356,0.01504457,0.004531866,0.01071409,0.01375377,0.0004931336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01567336,"about_ca_system_score_gemma":0.009692567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03454822,"about_ca_topic_score_gemma":0.04557874,"domain_scores_codex":[0.9904631,0.006167438,0.000164763,0.000356284,0.0008866264,0.00196186],"domain_scores_gemma":[0.9898914,0.005337873,0.000772975,0.0002381281,0.000933551,0.00282613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003200649,0.0001277844,0.003705158,0.0001544285,0.0000100888,0.02700489,0.9321882,0.0002392844,0.0005993168,0.01670704,0.01102175,0.008210056],"study_design_scores_gemma":[0.000005774975,0.00003760087,0.001620686,0.0002452722,0.000004687255,0.003569574,0.9071379,0.0001413214,0.0002846567,0.002002183,0.08492001,0.0000303211],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7297527,0.00483838,0.002455447,0.1993889,0.001390915,0.0001744717,0.00009095578,0.00005458,0.06185367],"genre_scores_gemma":[0.965732,0.002764249,0.0009284191,0.01007298,0.0003280094,0.0001076343,0.00003401767,0.00005571611,0.01997696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03454822,"threshold_uncertainty_score":0.1137187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6778126841085763,"score_gpt":0.5129269315344303,"score_spread":0.1648857525741461,"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."}}