{"id":"W4410469222","doi":"10.5539/ies.v18n3p10","title":"The Leaders of Digital Education Transformation","year":2025,"lang":"en","type":"article","venue":"International Education Studies","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Rajamangala University of Technology Suvarnabhumi; King Mongkut's University of Technology North Bangkok","keywords":"Transformation (genetics); Technology integration; Mathematics education; Higher education; Pedagogy; Instructional leadership; Qualitative research; Psychology; Sociology; Public relations; Political science; Teaching method; Educational leadership; Economic growth; Social science; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007341172,0.0005072934,0.0003675121,0.001543868,0.008859942,0.01411017,0.0009286667,0.002850305,0.0159757],"category_scores_gemma":[0.01367118,0.0003345579,0.0003420865,0.00118359,0.007854703,0.009828654,0.01134276,0.009702371,0.005470507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005784191,"about_ca_system_score_gemma":0.01260038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001897256,"about_ca_topic_score_gemma":0.002101583,"domain_scores_codex":[0.9897682,0.004738981,0.0003413664,0.0008130735,0.002318644,0.002019769],"domain_scores_gemma":[0.9840551,0.002687222,0.001093031,0.0005567585,0.003343937,0.00826403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008332223,0.0001839878,0.006381708,0.000467867,0.0000224662,0.00166727,0.1095936,0.0003599028,0.001406682,0.4821692,0.2482077,0.1494564],"study_design_scores_gemma":[0.00001740974,0.00004967101,0.001218182,0.0002904437,0.000009011614,0.0003525799,0.03375024,0.0003059114,0.0007494168,0.03005301,0.9331773,0.00002674831],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07089432,0.01107964,0.01611074,0.4256714,0.0088412,0.0003227203,0.0001851655,0.0005688728,0.466326],"genre_scores_gemma":[0.7708671,0.007511407,0.005457635,0.03415281,0.002230396,0.0002242695,0.0001870234,0.0002372984,0.1791321],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0159757,"threshold_uncertainty_score":0.05344409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07712473074778665,"score_gpt":0.4177518534554706,"score_spread":0.3406271227076839,"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."}}