{"id":"W3081814271","doi":"10.5539/ies.v13n9p58","title":"Strategies for Developing Modern Administrators’ Change Leadership at Mahamakut Buddhist University","year":2020,"lang":"en","type":"article","venue":"International Education Studies","topic":"School Leadership and Teacher Performance","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teamwork; Promotion (chess); Buddhism; Incentive; Psychology; Sample (material); Management; Medical education; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.000176132,0.00009458332,0.0001044317,0.00005793722,0.0004995223,0.00006812503,0.0002637203,0.0000506353,0.00005348689],"category_scores_gemma":[0.0003041017,0.0001052661,0.00005081781,0.0001462755,0.0001786163,0.0005560972,0.00004168161,0.0000753661,0.00004652466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004634871,"about_ca_system_score_gemma":0.0007126608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001863648,"about_ca_topic_score_gemma":0.001316789,"domain_scores_codex":[0.9991907,0.00004829783,0.0001209884,0.0002155738,0.0002426901,0.0001817503],"domain_scores_gemma":[0.9990017,0.0001148335,0.00009196349,0.00005403611,0.0006600638,0.00007742847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002299168,0.000116973,0.0336358,0.0001937573,0.0003899124,0.000003039322,0.5664068,0.000007729968,0.0001206939,0.3197863,0.05002864,0.02908047],"study_design_scores_gemma":[0.0002016935,0.00002055798,0.002251303,0.00003481965,0.00001468331,5.092047e-7,0.3694088,0.00005420209,0.00005806846,0.001949872,0.6258572,0.0001482518],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4247788,0.004116404,0.004971479,0.5286421,0.006874995,0.0008392066,0.00006254832,0.000343055,0.02937135],"genre_scores_gemma":[0.9890182,0.0002613676,0.00140706,0.003576136,0.001350837,0.00004063091,0.00002168045,0.000007863501,0.004316194],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5758286,"threshold_uncertainty_score":0.4292626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6159470163286555,"score_gpt":0.4525382792077486,"score_spread":0.1634087371209068,"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."}}