{"id":"W4360783485","doi":"10.1007/978-3-031-25763-6_7","title":"Tensions for Teacher Leaders: Insights from Document Analysis in Alberta, Canada","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in educational leadership","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Royal University","funders":"","keywords":"Teacher leadership; Pedagogy; Politics; Political science; Public relations; Documentation; Curriculum; Ambiguity; Professional development; Competence (human resources); Sociology; Educational leadership; Psychology; Social psychology","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":[0.005937013,0.0003124722,0.0003888306,0.007276002,0.0196658,0.01164167,0.002340151,0.001336251,0.002687908],"category_scores_gemma":[0.01859855,0.0003477311,0.0001735435,0.02083645,0.005028125,0.002116955,0.002716393,0.001857141,0.0003099621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1131854,"about_ca_system_score_gemma":0.1574968,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.989198,"about_ca_topic_score_gemma":0.9966806,"domain_scores_codex":[0.994508,0.001067746,0.0002799927,0.0003430235,0.002876153,0.0009251149],"domain_scores_gemma":[0.9758269,0.009910095,0.001947244,0.0004064591,0.01036775,0.001541643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009460568,0.0000442032,0.05122382,0.0003843516,0.00002130642,0.001713367,0.8006296,0.0004129837,0.001135527,0.01398524,0.03186518,0.09848982],"study_design_scores_gemma":[0.000004998557,0.00001298232,0.09773729,0.0004662143,0.0000200558,0.0001558704,0.7937892,0.0002627038,0.0004343195,0.001034552,0.1060414,0.00004039643],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8520069,0.01743324,0.001724943,0.01671351,0.0002319137,0.0002486188,0.002914499,0.0000888014,0.1086376],"genre_scores_gemma":[0.9560362,0.00733156,0.002083967,0.0007069535,0.0000422805,0.00007745184,0.001154801,0.00008083782,0.03248588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1131854,"threshold_uncertainty_score":0.8212215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3619792439721091,"score_gpt":0.426232372764942,"score_spread":0.0642531287928329,"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."}}