{"id":"W2013502087","doi":"10.5539/ies.v2n4p106","title":"Leadership Characteristics of An Excellent Principal in Malaysia","year":2009,"lang":"en","type":"article","venue":"International Education Studies","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Principal (computer security); Instructional leadership; Situational ethics; Psychology; Leadership style; Organisation climate; Variety (cybernetics); Educational leadership; Productivity; Mathematics education; Pedagogy; Social psychology; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000607549,0.0001723491,0.0001780953,0.0009396694,0.001136128,0.001117219,0.0002026976,0.0002222531,0.003257242],"category_scores_gemma":[0.002067144,0.0001700317,0.0001752996,0.00055842,0.0004287538,0.0004157628,0.0006141795,0.0005652242,0.000679016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005386355,"about_ca_system_score_gemma":0.001079848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002959318,"about_ca_topic_score_gemma":0.008413076,"domain_scores_codex":[0.9996586,0.00005949409,0.00003200898,0.00002746102,0.00008965769,0.0001327925],"domain_scores_gemma":[0.9960845,0.0001838989,0.00123976,0.00004891454,0.0006679206,0.001775032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001234109,0.0002622197,0.9771085,0.00005506008,0.00001745188,0.0008542837,0.007037169,0.00009203275,0.001505657,0.0002019611,0.001554846,0.0111874],"study_design_scores_gemma":[0.000007088033,0.0004647315,0.9636762,0.00004494581,0.000009184536,0.001277641,0.03119862,0.0001491623,0.0002037168,0.00009842115,0.002852779,0.00001738776],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981703,0.00005070143,0.00003872207,0.0001209194,0.000009219611,0.000008317365,0.00003521769,0.000003289762,0.001563424],"genre_scores_gemma":[0.9987156,0.00009613185,0.00008602341,0.00003484714,0.000007151025,0.000005508583,0.00003735238,0.000001827253,0.0010156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003257242,"threshold_uncertainty_score":0.01089656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1633670301684504,"score_gpt":0.4440530662069349,"score_spread":0.2806860360384844,"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."}}