{"id":"W2199859923","doi":"10.1007/978-94-6209-046-0","title":"Critical Issues in Higher Education","year":2013,"lang":"en","type":"book","venue":"SensePublishers eBooks","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Psychology; Political science; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007373496,0.000278564,0.0003702523,0.0003079678,0.0002470534,0.0008649525,0.000424219,0.0007948176,0.01494693],"category_scores_gemma":[0.0004959098,0.000300447,0.0001339905,0.00009933153,0.0008722613,0.0004483232,0.00005047456,0.0006598504,0.0008562689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001033052,"about_ca_system_score_gemma":0.00531611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006586658,"about_ca_topic_score_gemma":0.001998289,"domain_scores_codex":[0.997418,0.0004104709,0.0004379441,0.0005602306,0.0006247663,0.0005485236],"domain_scores_gemma":[0.9981675,0.0003175848,0.0001065213,0.000510516,0.000530532,0.0003673441],"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":[0.00000231582,0.00005987597,0.0002240563,0.00003566697,0.000006866924,0.000001377284,0.005471274,3.911682e-8,7.514112e-7,0.2553915,0.7330594,0.005746849],"study_design_scores_gemma":[0.00006151279,0.00001073745,0.0009774611,0.00008028927,0.00001309128,3.669007e-7,0.0005346843,8.326799e-8,8.412072e-7,0.1294115,0.8686208,0.0002886146],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003440756,0.00032987,3.576895e-7,0.02090139,0.006319026,0.000531534,0.000005043197,0.0001782338,0.9713905],"genre_scores_gemma":[0.003927392,0.000009903583,0.0003215488,0.002230095,0.002806786,0.00009588494,0.00004878636,0.00005191278,0.9905077],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1355614,"threshold_uncertainty_score":0.9999447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05077308939032418,"score_gpt":0.3639758259710081,"score_spread":0.3132027365806839,"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."}}