{"id":"W2041704659","doi":"10.1080/15700763.2010.493633","title":"Investing in Leadership: The District's Role in Managing Principal Turnover","year":2010,"lang":"en","type":"article","venue":"Leadership and Policy in Schools","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":103,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Christian Studies; University of Toronto","funders":"","keywords":"Principal (computer security); Turnover; Leadership style; Instructional leadership; Distribution (mathematics); Educational leadership; Public relations; Political science; Psychology; Management; Economics; Pedagogy","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":[0.001902721,0.0001771764,0.0002062562,0.0004217047,0.0002094297,0.0001922084,0.0003752384,0.0001904454,0.00004194562],"category_scores_gemma":[0.002122451,0.0001524953,0.0000400557,0.0012715,0.000515789,0.0003388106,0.00004734075,0.0016256,0.00002867307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001664976,"about_ca_system_score_gemma":0.0002808595,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02406333,"about_ca_topic_score_gemma":0.187868,"domain_scores_codex":[0.9977721,0.0004821605,0.0003278073,0.0003159697,0.0002761375,0.0008258127],"domain_scores_gemma":[0.9990655,0.0004646063,0.00008477621,0.0002142868,0.00001931178,0.0001515054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008449345,0.00003957523,0.6469695,0.0000262996,0.00000367747,0.000003721866,0.3254764,0.000005988703,0.00005586446,0.01915521,0.0001891382,0.008066193],"study_design_scores_gemma":[0.0003057119,0.00000560641,0.4960524,0.00006240917,0.000002506836,0.000001283139,0.4931383,0.00001332043,0.000009530803,0.002720731,0.00753947,0.0001486358],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6708189,0.0006234221,0.000001382562,0.3158947,0.0001996474,0.000285079,0.000001247857,0.00003968012,0.01213592],"genre_scores_gemma":[0.9935823,0.00004861992,0.00005730232,0.004394139,0.0007409212,0.00005650085,0.000001664724,0.00001468282,0.001103866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3227634,"threshold_uncertainty_score":0.9824355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1818180565341782,"score_gpt":0.3930968029522535,"score_spread":0.2112787464180753,"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."}}