{"id":"W4229034604","doi":"10.5539/ies.v15n3p77","title":"The Leadership Enhancement in Education 4.0 School Administrators","year":2022,"lang":"en","type":"article","venue":"International Education Studies","topic":"Education and Communication Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stratified sampling; Psychology; Medical education; Educational leadership; Morality; Leadership style; Professional development; Higher education; Pedagogy; Political science; Medicine; Social psychology","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":[0.002769373,0.000171648,0.0001756531,0.0007354345,0.0007249162,0.0009974744,0.0003088927,0.0002063493,0.003018031],"category_scores_gemma":[0.008122204,0.0002256778,0.0001914249,0.0004533041,0.0003157504,0.0006067482,0.00101614,0.0004906635,0.0005149925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001115072,"about_ca_system_score_gemma":0.004797168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001652172,"about_ca_topic_score_gemma":0.003946102,"domain_scores_codex":[0.9977303,0.0008362416,0.0001426448,0.0001040605,0.0007401738,0.0004466939],"domain_scores_gemma":[0.9926236,0.001015088,0.001794163,0.0003138676,0.0019263,0.002327064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001392297,0.001086579,0.8753821,0.0002273753,0.00001780185,0.000184824,0.004789375,0.0001643695,0.002203796,0.0009749176,0.004811987,0.1100177],"study_design_scores_gemma":[0.00002573291,0.0007696871,0.9814541,0.00006062215,0.00002105439,0.0001710177,0.006103504,0.0001578167,0.0008556782,0.0002386559,0.01012849,0.00001373819],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924412,0.00007612517,0.0002998585,0.0005018541,0.00001470659,0.0001127394,0.00009237898,0.00003004738,0.006431272],"genre_scores_gemma":[0.9954172,0.0001294609,0.0015193,0.0001007035,0.00001628358,0.0001410475,0.0001610307,0.000004175658,0.002510782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003018031,"threshold_uncertainty_score":0.01464599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.238645640883393,"score_gpt":0.4991198815795235,"score_spread":0.2604742406961305,"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."}}