{"id":"W1987019046","doi":"10.1016/j.sbspro.2012.09.487","title":"Leadership Succession for Tomorrow's Schools","year":2012,"lang":"en","type":"article","venue":"Procedia - Social and Behavioral Sciences","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Ecological succession; Succession planning; Management; Political science; Sociology; Public relations; Economics; Ecology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003587631,0.0002045564,0.0001557695,0.000558584,0.007786428,0.001834591,0.0004583395,0.0003727647,0.003929328],"category_scores_gemma":[0.005838532,0.0001607545,0.0001607525,0.0004407987,0.0006076582,0.0009776349,0.001896267,0.001493454,0.0002678669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00470909,"about_ca_system_score_gemma":0.01712536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03089917,"about_ca_topic_score_gemma":0.2015897,"domain_scores_codex":[0.9984107,0.0005676351,0.00005890369,0.00009567562,0.0002060424,0.0006610293],"domain_scores_gemma":[0.9944308,0.0007008745,0.0008976807,0.0001190616,0.0008420305,0.003009611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003189755,0.001384203,0.5675348,0.0005911563,0.00001692408,0.001282428,0.1185468,0.0001441072,0.002114975,0.006213724,0.02582329,0.2760287],"study_design_scores_gemma":[0.00003886867,0.0006940244,0.5762812,0.0004516271,0.00001746648,0.0005746459,0.3601812,0.0002684628,0.001043441,0.001220093,0.05919991,0.00002910191],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780423,0.001006258,0.000408238,0.007611452,0.0002088269,0.0001324196,0.00006313462,0.00002843069,0.01249902],"genre_scores_gemma":[0.9949646,0.0004338624,0.000752184,0.0006184274,0.00003310959,0.00004953752,0.00005159799,0.000003639474,0.003093073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03089917,"threshold_uncertainty_score":0.06143862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5991082025104082,"score_gpt":0.5135559174975809,"score_spread":0.0855522850128273,"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."}}