{"id":"W904933717","doi":"","title":"Introduction to This Special Issue","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Diverse Global Economic and Educational Challenges","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Liberal arts education; Liberal education; Value (mathematics); Higher education; CLARITY; Sociology; The arts; Law; Political science; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002101973,0.001376192,0.001666204,0.004350822,0.004449888,0.01083906,0.002963471,0.004350634,0.5027824],"category_scores_gemma":[0.01243119,0.0006000881,0.001150008,0.003624893,0.001397637,0.004626434,0.00358883,0.004401051,0.3133719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004508763,"about_ca_system_score_gemma":0.01128899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02091571,"about_ca_topic_score_gemma":0.04367705,"domain_scores_codex":[0.9973767,0.0001724542,0.0001539967,0.00034914,0.001551367,0.0003963502],"domain_scores_gemma":[0.9884952,0.001005053,0.0003642247,0.0007372738,0.006275262,0.003123067],"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":[0.000004528102,0.000006898186,0.00003879473,0.00006589559,0.000001273738,0.00001619719,0.00001901975,0.000006500213,0.00003226214,0.0005722521,0.9830297,0.01620668],"study_design_scores_gemma":[0.000002053842,0.000003618972,0.0001569834,0.00008150904,0.00000136388,0.00003071425,0.00003830986,0.000007554218,0.00001205173,0.0002767529,0.9993854,0.000003622017],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0003211215,0.02091434,0.0007580347,0.06087686,0.5639383,0.0002838713,0.002675753,0.0008296172,0.349402],"genre_scores_gemma":[0.002419018,0.01682336,0.0007922969,0.02834047,0.1921556,0.0001495861,0.002975408,0.0006809494,0.7556633],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.5027824,"threshold_uncertainty_score":0.7092205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02944917964318634,"score_gpt":0.2375588218231219,"score_spread":0.2081096421799355,"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."}}