{"id":"W4393232062","doi":"10.5539/ies.v17n2p25","title":"Sustainable Leadership Development Strategies of School Administrators under the Secondary Educational Service Area Office Nakhon Phanom","year":2024,"lang":"en","type":"article","venue":"International Education Studies","topic":"Education, Leadership, and Health Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Instructional leadership; School administration; Educational leadership; Leadership style; Sociology; Pedagogy; Psychology; Political science; Public relations","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001530566,0.0001558281,0.0001531168,0.0003137382,0.0008709069,0.0003823764,0.0005296345,0.000081036,0.002076756],"category_scores_gemma":[0.0008985754,0.0001298872,0.00005836607,0.0007338955,0.0004425643,0.0007527164,0.00005633535,0.0003128243,0.0001260039],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009051577,"about_ca_system_score_gemma":0.03179209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002026499,"about_ca_topic_score_gemma":0.006555994,"domain_scores_codex":[0.9977785,0.0002162278,0.0004535422,0.0003184119,0.0008362344,0.0003970893],"domain_scores_gemma":[0.9945814,0.001226953,0.000137564,0.0001690523,0.00373834,0.0001466926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003058831,0.0003649825,0.00309111,0.0009366903,0.0003987593,7.200995e-7,0.1320879,0.00002235358,0.00002029258,0.7723027,0.08673138,0.004012522],"study_design_scores_gemma":[0.00005235319,0.00001128294,0.01430969,0.0001516769,0.00001242353,0.0000016235,0.6427824,0.000003293972,0.00005311433,0.008589758,0.3339414,0.00009103546],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3571367,0.02470328,0.0001224634,0.5042048,0.01016545,0.000820067,0.00002035745,0.0001227047,0.1027042],"genre_scores_gemma":[0.9344187,0.0006000528,0.0003637691,0.001589884,0.001338548,0.0002977836,0.00006323788,0.00001582129,0.06131214],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7637129,"threshold_uncertainty_score":0.9988355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3145657507017478,"score_gpt":0.5104722704636953,"score_spread":0.1959065197619475,"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."}}