{"id":"W2083643374","doi":"10.1177/1741143208095793","title":"Manitoba Superintendents","year":2008,"lang":"en","type":"article","venue":"Educational Management Administration & Leadership","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Research Manitoba","funders":"","keywords":"Leadership style; Diversity (politics); Servant leadership; Qualitative research; Pedagogy; Educational leadership; Leadership; Public relations; Sociology; Psychology; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006274547,0.0003314498,0.0001663481,0.0009163355,0.008386344,0.001145566,0.0005773816,0.0003843523,0.03178281],"category_scores_gemma":[0.001146153,0.0003262839,0.0001009284,0.001581986,0.0009159126,0.0004549521,0.001194526,0.0007979829,0.002332981],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0103108,"about_ca_system_score_gemma":0.01990538,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5564128,"about_ca_topic_score_gemma":0.8878646,"domain_scores_codex":[0.999567,0.00008059198,0.00001139602,0.00006263969,0.0000798425,0.000198458],"domain_scores_gemma":[0.9987129,0.0001897247,0.00007906542,0.00005545457,0.0004796336,0.0004832617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004496847,0.001046415,0.4198619,0.001104066,0.00003328425,0.009696195,0.2646058,0.00103954,0.02104599,0.01810298,0.1223046,0.1407096],"study_design_scores_gemma":[0.00002566097,0.0002582704,0.3243379,0.0003295246,0.00001455421,0.0006081161,0.2986622,0.0005530938,0.002507478,0.0008617085,0.3718012,0.00004019139],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9176441,0.0003494926,0.0008891189,0.003206891,0.00007482809,0.0009041227,0.00191757,0.00005567745,0.07495817],"genre_scores_gemma":[0.7484741,0.001257779,0.003314404,0.002174152,0.00002876093,0.0009886035,0.001054018,0.00003540173,0.2426728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9896892,"threshold_uncertainty_score":0.8923991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.545364325289118,"score_gpt":0.482384705683331,"score_spread":0.06297961960578707,"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."}}