{"id":"W2116626471","doi":"","title":"An Examination of Academic Department Chairs in Canadian Universities","year":2010,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Institution; Curriculum; Population; Higher education; Political science; Public relations; Medical education; Sociology; Medicine; Pedagogy; Law; Demography","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":[0.005034876,0.0003663305,0.0005251374,0.00741486,0.009664327,0.003990579,0.002724028,0.0007302205,0.005697176],"category_scores_gemma":[0.01626288,0.0006122485,0.0003850596,0.01270031,0.002995333,0.0009118405,0.00342689,0.0011689,0.0005302755],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05837915,"about_ca_system_score_gemma":0.1027432,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9806494,"about_ca_topic_score_gemma":0.9928253,"domain_scores_codex":[0.9895145,0.0008184556,0.0003280102,0.0008671454,0.004549498,0.00392244],"domain_scores_gemma":[0.9808806,0.001213177,0.00275455,0.0004074552,0.009191076,0.00555328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001851926,0.0001034984,0.7986058,0.0003464492,0.00004047855,0.0004776962,0.1201474,0.0001387634,0.001512089,0.007328079,0.01944119,0.0516733],"study_design_scores_gemma":[0.000004514248,0.0000397087,0.8533489,0.000113827,0.00001108761,0.00009978255,0.1139636,0.0001291346,0.0002024683,0.0001258675,0.03192114,0.00004003572],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719973,0.0009270635,0.0001858532,0.00236724,0.00009343888,0.0001230542,0.002379329,0.00002220284,0.02190465],"genre_scores_gemma":[0.9923269,0.0008696506,0.0002250365,0.00035267,0.00002553722,0.0000334754,0.0006126963,0.00001329369,0.005540714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9806494,"threshold_uncertainty_score":0.4235723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01303659988071416,"score_gpt":0.359159570515014,"score_spread":0.3461229706342999,"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."}}