{"id":"W7110181038","doi":"10.17161/cberj.v2.24042","title":"Leadership Style on Faculty’s Change Response to Competency-Based Education","year":2025,"lang":"en","type":"article","venue":"Competency-Based Education Research Journal","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakeshore General Hospital","funders":"","keywords":"Transformational leadership; Transactional leadership; Leadership style; Shared leadership; Leadership; Situational leadership theory; Context (archaeology); Servant leadership","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":["metaresearch","metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01297059,0.0003273908,0.0003337703,0.002732033,0.003816029,0.001212687,0.001583484,0.0002533897,0.002372661],"category_scores_gemma":[0.01254261,0.0003417436,0.0001897054,0.004045304,0.000594522,0.0007315397,0.00006290164,0.002023473,0.001527016],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002509123,"about_ca_system_score_gemma":0.1135912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001365072,"about_ca_topic_score_gemma":0.0006564237,"domain_scores_codex":[0.9868311,0.008046971,0.0006969952,0.0007242775,0.002421764,0.001278928],"domain_scores_gemma":[0.9898661,0.003994995,0.000391837,0.0008012328,0.003821562,0.001124314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003721388,0.009636205,0.05077006,0.0003353509,0.0001245118,0.0000157564,0.07343592,0.001002881,0.002625618,0.1301333,0.5660391,0.1621599],"study_design_scores_gemma":[0.0006093457,0.0004681014,0.05309813,0.001015506,0.00002727825,0.000003412671,0.06104731,0.0001033117,0.0003697308,0.001967959,0.8808964,0.000393513],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.207976,0.0007496297,0.0004942331,0.7349408,0.0070646,0.002144022,0.00001857875,0.0002266364,0.04638552],"genre_scores_gemma":[0.9311674,0.0000435375,0.01542408,0.01682643,0.002166981,0.0009087698,0.000080782,0.00005707263,0.03332501],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7231913,"threshold_uncertainty_score":0.9999034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2395147344429017,"score_gpt":0.5153907127322348,"score_spread":0.2758759782893331,"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."}}