{"id":"W4387386809","doi":"10.3138/9781487542535-001","title":"Foreword: Leadership as an Equitable Mission in Canadian EducationalInstitutions","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Organizational Strategy and Culture","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Educational leadership; Management; Sociology; Engineering ethics; Engineering; Economics; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003076155,0.0006567618,0.0002776191,0.001546433,0.006878391,0.005024255,0.0007105942,0.001373828,0.04266999],"category_scores_gemma":[0.0006109026,0.0002009467,0.0001735589,0.00302987,0.002168811,0.001518632,0.000812799,0.002128454,0.007940713],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03845578,"about_ca_system_score_gemma":0.03233144,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.869799,"about_ca_topic_score_gemma":0.9715049,"domain_scores_codex":[0.9996511,0.00002464076,0.000006819481,0.00002395563,0.0002234637,0.00007004198],"domain_scores_gemma":[0.999643,0.00005017644,0.000009925953,0.00001244099,0.0001780967,0.0001063103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003514548,0.000008873598,0.0001133658,0.00008230356,8.101828e-7,0.00004780754,0.001372505,0.00008755689,0.00008677135,0.04109153,0.9230151,0.03408986],"study_design_scores_gemma":[3.799144e-7,0.000001364369,0.0002898131,0.00006530763,6.134487e-7,0.00002899454,0.0005432686,0.00001927063,0.00002483381,0.0006932871,0.9983302,0.000002711447],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001386267,0.04500323,0.0007620836,0.02137268,0.008909385,0.00005890338,0.0003874488,0.0001564506,0.9219636],"genre_scores_gemma":[0.01928897,0.02171512,0.0008396333,0.003449786,0.001090016,0.0000267589,0.000193652,0.0001369439,0.9532591],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9615442,"threshold_uncertainty_score":0.2790176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06469277437504478,"score_gpt":0.2515536016334795,"score_spread":0.1868608272584347,"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."}}