{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002816673,0.0001241018,0.0001362559,0.001037354,0.0005807453,0.0003206072,0.0003588583,0.0001410646,0.0009714513],"category_scores_gemma":[0.001165281,0.000143852,0.0001156892,0.0008680926,0.000126515,0.0004793308,0.00001817757,0.001045438,0.00009783914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006232114,"about_ca_system_score_gemma":0.000686413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005292487,"about_ca_topic_score_gemma":0.003204571,"domain_scores_codex":[0.9979039,0.0004415848,0.0004071212,0.0002379417,0.000443871,0.0005655144],"domain_scores_gemma":[0.9988272,0.0005378866,0.0001781086,0.00007157752,0.0002311693,0.0001540388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001611413,0.0006372659,0.1601703,0.00009519285,0.000169382,0.0009589565,0.5369573,0.005216334,0.0001764715,0.1716391,0.01168492,0.1121336],"study_design_scores_gemma":[0.0009764896,0.00004602413,0.02417353,0.00051762,0.00001038797,0.0004230994,0.637435,0.0001790826,0.000009604559,0.00453255,0.3314005,0.0002961408],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2755803,0.001245678,0.0003234533,0.5181875,0.03052281,0.000881395,0.000007343204,0.0005975008,0.172654],"genre_scores_gemma":[0.9389772,0.00005486252,0.0003656965,0.001536865,0.002530738,0.00006847653,0.0000194723,0.00002672604,0.05642001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6633969,"threshold_uncertainty_score":0.9999418,"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."}}