{"id":"W2385415010","doi":"","title":"Quantitative,qualitative changes and characteristics of Canadian higher education","year":2005,"lang":"en","type":"article","venue":"The Journal of Higher Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commercialization; Internationalization; Higher education; Political science; Qualitative research; Internationalization of Higher Education; Administration (probate law); Economic growth; Public administration; Sociology; Business; Economics; Social science; International trade","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":[0.007027367,0.0003187675,0.000300684,0.01569322,0.006350907,0.004967043,0.001150988,0.0005425652,0.006305395],"category_scores_gemma":[0.0245578,0.0002619332,0.0003452353,0.03226982,0.003380564,0.001290175,0.002370842,0.0006620264,0.000453152],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09283035,"about_ca_system_score_gemma":0.07172682,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9644256,"about_ca_topic_score_gemma":0.9759079,"domain_scores_codex":[0.990491,0.0008398041,0.0003879241,0.0007281101,0.005794474,0.001758762],"domain_scores_gemma":[0.9751886,0.003297266,0.003062588,0.0005614599,0.01572927,0.002160941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003524958,0.00008777755,0.6568038,0.001156967,0.0001352849,0.0003463974,0.1472421,0.0008907057,0.002744637,0.03075793,0.02655587,0.132926],"study_design_scores_gemma":[0.00000370716,0.00002376372,0.9023275,0.00009735981,0.00001236762,0.00005732807,0.06256077,0.0001939108,0.0002681564,0.0006217138,0.03377975,0.00005366187],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8555264,0.002461822,0.001196369,0.00485177,0.0001219292,0.0004682328,0.02422225,0.00007627807,0.1110749],"genre_scores_gemma":[0.9828315,0.0007780276,0.0007528004,0.0003450393,0.00002494851,0.0001766417,0.003111084,0.00003072362,0.01194931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9071696,"threshold_uncertainty_score":0.6735345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05018625294528373,"score_gpt":0.3928303244800887,"score_spread":0.342644071534805,"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."}}