{"id":"W7106851055","doi":"10.5539/jel.v15n2p109","title":"An Innovative Leadership Model for School Administrators to Enhance Instructional Quality in Secondary Educational Service Area Offices in Northeast Thailand","year":2025,"lang":"","type":"article","venue":"Journal of Education and Learning","topic":"Education and Communication Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Likert scale; Stratified sampling; Sample (material); Quality (philosophy); Instructional leadership; Descriptive statistics; Exploratory research; Service (business); Scale (ratio); Exploratory factor analysis","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":[0.002183467,0.0002831641,0.0001868271,0.000831106,0.001399342,0.002997012,0.0007619602,0.0003914788,0.001089861],"category_scores_gemma":[0.002150245,0.0002167424,0.0003730377,0.0005885953,0.0006722984,0.00095195,0.001455662,0.0007352785,0.0001951055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00251493,"about_ca_system_score_gemma":0.007690245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003634524,"about_ca_topic_score_gemma":0.01130748,"domain_scores_codex":[0.9978305,0.001159098,0.0001001247,0.0001287476,0.0005038136,0.0002777869],"domain_scores_gemma":[0.9984483,0.0003221804,0.000272036,0.00005283414,0.0004373637,0.0004671973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003225286,0.005804624,0.4031912,0.002055687,0.0001899474,0.00352855,0.1160595,0.009742141,0.01544741,0.01727997,0.009927866,0.4164505],"study_design_scores_gemma":[0.0005457801,0.007303867,0.4838327,0.001547494,0.0005946899,0.003022717,0.3445943,0.06934127,0.01332661,0.00880033,0.06679543,0.0002947758],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9652063,0.0003078731,0.01398634,0.001796228,0.00004378186,0.0007395211,0.00004066823,0.00009482974,0.01778437],"genre_scores_gemma":[0.9859681,0.0003067688,0.01119727,0.0001224317,0.00001082453,0.0002170801,0.00003367639,0.000006399899,0.002137451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003634524,"threshold_uncertainty_score":0.01824719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1004527162201262,"score_gpt":0.4499888806771896,"score_spread":0.3495361644570634,"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."}}