{"id":"W4408870610","doi":"10.21125/inted.2025.1559","title":"ETHIC OF CARE, COMMUNITY DEVELOPMENT, AND TRANSFORMATIVE LEADERSHIP IN HIGHER EDUCATION: A POST-QUALITATIVE CASE STUDY OF CAPE BRETON UNIVERSITY, CANADA","year":2025,"lang":"en","type":"article","venue":"INTED proceedings","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Transformative learning; Cape; Qualitative research; Sociology; Educational leadership; Leadership development; Pedagogy; Management; Geography; Public relations; Political science; Social science; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001029665,0.00007571906,0.0001558786,0.0001847851,0.0005047677,0.00001351221,0.0002353558,0.00005972523,0.00001810261],"category_scores_gemma":[0.00009817767,0.00008549038,0.00001139441,0.0006860027,0.0001405417,0.0001317333,0.00006827645,0.0005846733,1.167801e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003465631,"about_ca_system_score_gemma":0.00140402,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9397976,"about_ca_topic_score_gemma":0.9509504,"domain_scores_codex":[0.9988479,0.0005918844,0.0001848079,0.0000740103,0.0001769719,0.0001244226],"domain_scores_gemma":[0.9987484,0.0003891425,0.00009897212,0.00005685513,0.000668912,0.00003769586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004676948,0.0001853148,0.003972831,0.0003553693,0.00004315192,0.000003055264,0.9890189,7.161715e-7,0.000014436,0.003705493,0.00005945561,0.002594569],"study_design_scores_gemma":[0.0003880992,0.000119471,0.006904028,0.0002928467,0.00002156496,0.000001082574,0.9897231,9.963084e-7,0.0002034809,0.00004549745,0.002227181,0.00007261954],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9632155,0.00007649538,7.304651e-7,0.001679292,0.00005278695,0.0002634022,0.000002435615,0.00001274648,0.03469662],"genre_scores_gemma":[0.999015,0.000004713926,0.00005235619,0.0002341576,0.000002790251,0.000005147341,0.000002820743,0.000002877294,0.0006800882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03579956,"threshold_uncertainty_score":0.3882316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.165511277352486,"score_gpt":0.3617606182071436,"score_spread":0.1962493408546576,"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."}}