{"id":"W4413078507","doi":"10.1080/13603124.2025.2534350","title":"Exploring the impact of workplace incivility on psychological safety and leadership succession in higher education","year":2025,"lang":"en","type":"article","venue":"International Journal of Leadership in Education","topic":"Workplace Violence and Bullying","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University; University of Calgary","funders":"","keywords":"Incivility; Psychology; Ecological succession; Social psychology; Sociology; Criminology; Pedagogy; Public relations; Political science","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":[0.001872213,0.00008902502,0.0001462633,0.0005161189,0.00007475827,0.00006064597,0.0004017054,0.00008115195,0.00008846317],"category_scores_gemma":[0.0005608912,0.00006389528,0.00007301538,0.0005442208,0.0001737378,0.0005357204,0.00001848941,0.0004092491,0.00000187308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006740205,"about_ca_system_score_gemma":0.0007641421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008564191,"about_ca_topic_score_gemma":0.0003762283,"domain_scores_codex":[0.9984348,0.0004164113,0.0004616452,0.0001400709,0.0003748525,0.0001722537],"domain_scores_gemma":[0.9987835,0.0005429387,0.0002931687,0.00009390317,0.0002418925,0.00004465321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001029026,0.001207839,0.7683048,0.00003156449,0.0000325219,0.000001778501,0.01491408,0.0005836236,0.0001952036,0.009837124,0.0009810938,0.2028813],"study_design_scores_gemma":[0.000287789,0.0000562478,0.9369446,0.001767496,0.000005290257,0.000002330744,0.05771149,0.00000646157,0.00005648776,0.002326233,0.0007729104,0.00006267914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9449312,0.0007551811,0.00001237351,0.04750601,0.002476237,0.000129902,5.023175e-7,0.00000415105,0.004184431],"genre_scores_gemma":[0.9975961,0.0005173331,0.00004915165,0.0006234574,0.0003842929,0.00001018933,0.000001689607,0.000003605332,0.0008142193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2028186,"threshold_uncertainty_score":0.2605574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3630381694299045,"score_gpt":0.4461116851606183,"score_spread":0.08307351573071386,"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."}}