{"id":"W1924224687","doi":"10.47678/cjhe.v30i2.183357","title":"Resource Allocation and Public Policy in Alberta's Postsecondary System","year":2000,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Resource allocation; Postsecondary education; Vocational education; Higher education; Resource (disambiguation); Business; Public policy; Private sector; Public economics; Economics; Public administration; Economic growth; Political science; Management; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002748859,0.00006171962,0.00009949837,0.00039946,0.0002102664,0.0001250755,0.0001585843,0.00007694661,0.0006302574],"category_scores_gemma":[0.0001115298,0.00006954105,0.00002612423,0.0004272833,0.0001223132,0.0003684761,0.000001463251,0.0001271537,0.00001859347],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001173593,"about_ca_system_score_gemma":0.01090325,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.903425,"about_ca_topic_score_gemma":0.9246947,"domain_scores_codex":[0.9991516,0.0001255056,0.0002247361,0.00008625806,0.0001195276,0.0002922996],"domain_scores_gemma":[0.9989284,0.00004863203,0.0001228871,0.00008701132,0.00007433075,0.0007387999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000155993,0.00004007304,0.05043034,0.00004245234,0.00002055609,0.00002153042,0.02372325,0.00001470251,0.000008405636,0.506681,0.3199693,0.09903279],"study_design_scores_gemma":[0.0000969059,0.00001139409,0.139068,0.00005674735,0.000003394525,0.00002668142,0.0008403526,7.714474e-7,0.000001152163,0.0005886238,0.8592437,0.00006223768],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7217592,0.002978741,3.63541e-7,0.1735318,0.0004139305,0.0001215856,0.00001579951,0.000003737595,0.1011749],"genre_scores_gemma":[0.9478751,0.00004461428,0.00001544265,0.003449817,0.0009109156,0.000002620198,0.000002603226,0.000007204252,0.04769167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5392744,"threshold_uncertainty_score":0.994704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009511611837525162,"score_gpt":0.2667108670523745,"score_spread":0.2571992552148494,"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."}}