{"id":"W4410480792","doi":"10.1111/ejed.70126","title":"Exploring the Relationships Among Transformational Leadership, Teacher Retention, Communication and Organisational Citizenship Behaviour","year":2025,"lang":"en","type":"article","venue":"European Journal of Education","topic":"Job Satisfaction and Organizational Behavior","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Transformational leadership; Citizenship; Pedagogy; Sociology; Psychology; Organizational citizenship behavior; Public relations; Political science; Social psychology; Organizational commitment","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00155344,0.0001031858,0.00008983511,0.0003453155,0.0005720074,0.0002773156,0.0002021992,0.00002058213,0.0002374786],"category_scores_gemma":[0.0003992449,0.000085541,0.00005134697,0.0004644581,0.00009374873,0.001223262,0.00003126306,0.0003488014,0.00004546007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006530556,"about_ca_system_score_gemma":0.0001069336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001313493,"about_ca_topic_score_gemma":0.0000112911,"domain_scores_codex":[0.9988752,0.0001918524,0.0004996684,0.00009541482,0.0002437843,0.00009408488],"domain_scores_gemma":[0.9987939,0.00009382608,0.0003528808,0.0001419795,0.0006005894,0.00001682928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003443329,0.0001236051,0.8886847,0.00005441604,0.00005072538,9.202142e-7,0.001836478,0.0001222639,0.000201635,0.08005242,0.01433405,0.01450439],"study_design_scores_gemma":[0.0002893043,0.000004604177,0.9874626,0.0001159299,0.0001063412,0.00001163822,0.005815705,0.00004159804,0.00002232616,0.001677301,0.004369693,0.00008293354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772721,0.0002444489,0.00187223,0.01080467,0.000609511,0.0001560952,9.440883e-7,0.00003108645,0.009008913],"genre_scores_gemma":[0.997541,0.0000245456,0.0004008908,0.0007455648,0.0004478598,0.000005912079,0.00004395574,0.00001829192,0.0007720072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09877796,"threshold_uncertainty_score":0.4399477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.136356020611564,"score_gpt":0.2533782557018089,"score_spread":0.1170222350902449,"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."}}