{"id":"W4411683112","doi":"10.1177/19427751251344163","title":"Shifting Perspectives of Educational Leadership: International Students’ Expressions of Educational Leadership Through Collage","year":2025,"lang":"en","type":"article","venue":"Journal of Research on Leadership Education","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Educational leadership; Instructional leadership; Pedagogy; Leadership style; Leadership studies; Sociology; Leadership; Shared leadership; Neuroleadership; Psychology; Public relations; Political 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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003280319,0.0002010899,0.0003604041,0.001197671,0.0005492667,0.0001789479,0.001399685,0.0002233082,0.001795826],"category_scores_gemma":[0.01416407,0.00018765,0.0002606259,0.001702868,0.001287862,0.0008482235,0.00006762511,0.0008170835,0.00003148969],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001189871,"about_ca_system_score_gemma":0.008184163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007538636,"about_ca_topic_score_gemma":0.0002415428,"domain_scores_codex":[0.9943402,0.001271981,0.0009516923,0.0003499257,0.00252104,0.0005651067],"domain_scores_gemma":[0.989782,0.003291949,0.0008492058,0.0003009094,0.005522728,0.0002532121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00041176,0.006453803,0.03238298,0.0004440774,0.0003568973,6.299387e-7,0.4133787,0.0000826861,0.002775497,0.3875598,0.1545044,0.001648692],"study_design_scores_gemma":[0.0006018684,0.0001237106,0.04794859,0.001669955,0.00003877571,0.000004116717,0.922333,0.000002279524,0.001485091,0.004031649,0.02160269,0.0001582936],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4291879,0.004768126,0.00001965513,0.502318,0.005250071,0.000766995,0.00001955878,0.00001308968,0.05765655],"genre_scores_gemma":[0.9647913,0.0003504239,0.001101901,0.0007716601,0.001363148,0.00004304233,0.00002231907,0.00001498368,0.03154124],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5356033,"threshold_uncertainty_score":0.9991167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2834275871575364,"score_gpt":0.5403839820637024,"score_spread":0.2569563949061661,"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."}}