{"id":"W7132864085","doi":"","title":"Transformational leadership and Hong Kong teachers' commitment to change","year":2000,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformational leadership; Context (archaeology); Work (physics); Government (linguistics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001300406,0.0002059112,0.000208239,0.0005045432,0.003712103,0.003571668,0.000416888,0.0003750928,0.005905569],"category_scores_gemma":[0.003187211,0.0001851638,0.0001809322,0.0009363935,0.001866438,0.000681931,0.0009770027,0.00152079,0.0005363748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00818853,"about_ca_system_score_gemma":0.01695383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4601967,"about_ca_topic_score_gemma":0.6548131,"domain_scores_codex":[0.9992585,0.00020168,0.0000315502,0.00003721612,0.0001119086,0.000359161],"domain_scores_gemma":[0.9936808,0.0006326881,0.0007257703,0.0001385978,0.0008412731,0.003980862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003946916,0.0007977967,0.870746,0.0001043452,0.0001027905,0.0005793222,0.07721882,0.0005128887,0.0002306016,0.007257879,0.01479824,0.02725669],"study_design_scores_gemma":[0.00003322839,0.0001179494,0.8684747,0.00008516238,0.00003368863,0.00004366198,0.117661,0.0003649645,0.0001707638,0.0002489851,0.01274325,0.00002273494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815056,0.0003578804,0.00003981863,0.001963036,0.00006930633,0.00002838099,0.0001077997,0.000004934662,0.01592329],"genre_scores_gemma":[0.9894031,0.0003406001,0.00002433982,0.0001105614,0.000008498831,0.00001054604,0.00004440373,0.000002704994,0.01005511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4601967,"threshold_uncertainty_score":0.9150361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3426716158484059,"score_gpt":0.4768830015569783,"score_spread":0.1342113857085724,"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."}}