{"id":"W7132971322","doi":"","title":"Distributed Leadership in Ontario’s CAAT sector English Department Academic Coordinators","year":2021,"lang":"","type":"dissertation","venue":"TSpace","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Context (archaeology); Work (physics); Academic department; Interpretation (philosophy); Order (exchange); Semi-structured interview; Timeline","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":[0.003792652,0.0002088152,0.0003163534,0.001289543,0.01159075,0.004076035,0.001208785,0.0007365471,0.005512324],"category_scores_gemma":[0.007972125,0.0005362339,0.0002398784,0.002092063,0.003913294,0.0008660817,0.003387608,0.001303246,0.0003529081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04161954,"about_ca_system_score_gemma":0.0899123,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7903764,"about_ca_topic_score_gemma":0.929452,"domain_scores_codex":[0.9954323,0.001123038,0.0001445533,0.0004037206,0.001143313,0.001753097],"domain_scores_gemma":[0.9836305,0.001572713,0.001713968,0.0003588102,0.003913865,0.008810095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002535403,0.0003314844,0.2363596,0.0002438267,0.00002635128,0.004314063,0.6936979,0.0002536553,0.003441568,0.006246613,0.01661519,0.03821618],"study_design_scores_gemma":[0.00005395896,0.0002424219,0.1475469,0.0001149365,0.00001448862,0.0004742444,0.6895123,0.0003197281,0.0004772453,0.0003791315,0.1608053,0.00005938566],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823788,0.0002877162,0.0006580629,0.003497069,0.00009615997,0.0001796386,0.00009871748,0.00003972463,0.01276412],"genre_scores_gemma":[0.9887995,0.000232057,0.0003525281,0.0005374858,0.00002428519,0.00005807477,0.00004537954,0.0000190472,0.009931571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2096236,"threshold_uncertainty_score":0.4217162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.240113102702002,"score_gpt":0.4123661574518143,"score_spread":0.1722530547498123,"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."}}