{"id":"W2334940670","doi":"10.5539/ies.v9n4p42","title":"Strengthening Collaborative Leadership for Thai Primary School Administrators","year":2016,"lang":"en","type":"article","venue":"International Education Studies","topic":"Organizational Leadership and Management Strategies","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Test (biology); Educational leadership; Medical education; Class (philosophy); Collaborative leadership; Collaborative learning; Instructional leadership; Sample (material); Leadership development; Mathematics education; Pedagogy; Public relations; Computer science; Political science; Medicine","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":[0.005709241,0.0002292467,0.0001599369,0.0007396893,0.002740829,0.002426459,0.0008012548,0.0004181387,0.003447983],"category_scores_gemma":[0.01223765,0.0002234799,0.0002846886,0.000527355,0.000697016,0.001210417,0.003836104,0.0008698894,0.0004772732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001144288,"about_ca_system_score_gemma":0.009600285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002637606,"about_ca_topic_score_gemma":0.004917909,"domain_scores_codex":[0.9935499,0.004357826,0.0002196298,0.0002824148,0.0008690155,0.0007213487],"domain_scores_gemma":[0.9903792,0.002729799,0.001163841,0.0006186924,0.001695373,0.003413017],"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":[0.0002835753,0.004192179,0.1375632,0.00104048,0.00005750179,0.0007554256,0.07951118,0.0007516091,0.006718199,0.002165824,0.009379143,0.7575818],"study_design_scores_gemma":[0.0004765193,0.01152924,0.5916604,0.001352707,0.0002939692,0.001512383,0.2263459,0.005071965,0.0175075,0.003563776,0.1405271,0.000158636],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706587,0.0004780182,0.004810794,0.002234234,0.0001352446,0.0005604117,0.00002690111,0.0001550781,0.02094067],"genre_scores_gemma":[0.9892595,0.000285316,0.007285248,0.0001493211,0.00004579262,0.0002438183,0.0000353313,0.00001017802,0.002685542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005709241,"threshold_uncertainty_score":0.03019375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09580438725015011,"score_gpt":0.3332587270087606,"score_spread":0.2374543397586105,"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."}}