{"id":"W2075058422","doi":"10.1108/09534811311307914","title":"A case study of district leadership using knowledge management for educational change","year":2013,"lang":"en","type":"article","venue":"Journal of Organizational Change Management","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Originality; Context (archaeology); Learning organization; Knowledge management; Grounded theory; Focus group; Value (mathematics); Distributed leadership; Work (physics); Qualitative research; Qualitative property; Public relations; Senior management; Sociology; Leadership style; Shared leadership; Political science; Engineering; Computer science; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001359945,0.000201271,0.0003312728,0.0009723427,0.0002042424,0.000183914,0.0006241055,0.00003789407,0.0007861361],"category_scores_gemma":[0.0001418626,0.0001598181,0.000124029,0.001416397,0.00003912022,0.0008399233,0.0002350467,0.00008391264,0.00003687165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002524457,"about_ca_system_score_gemma":0.00007696993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004140637,"about_ca_topic_score_gemma":0.00001811619,"domain_scores_codex":[0.9966714,0.0001036055,0.001215482,0.0003113,0.001447474,0.0002507625],"domain_scores_gemma":[0.9959102,0.0003963446,0.0010808,0.0002948866,0.002179182,0.0001386409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003106573,0.04689254,0.2981662,0.00218458,0.005241636,0.0006465724,0.07732413,0.0004357168,0.0004678785,0.2256844,0.1106162,0.2320296],"study_design_scores_gemma":[0.009000657,0.003102113,0.4322223,0.0003866093,0.001351569,0.001143417,0.4918326,0.004013274,0.0001573895,0.04456561,0.01101361,0.001210819],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970187,0.0005859745,0.01341295,0.006573081,0.002442901,0.005236166,0.00003279683,0.00001272934,0.001516411],"genre_scores_gemma":[0.9891347,0.00001830232,0.007651435,0.0003358093,0.001112295,0.0002374953,0.0000145268,0.00002582328,0.001469626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4145085,"threshold_uncertainty_score":0.860764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5516726850082176,"score_gpt":0.4550795019429906,"score_spread":0.09659318306522702,"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."}}