{"id":"W4292230213","doi":"10.32329/uad.992521","title":"Curriculum Evaluation in Higher Education: Examples from Australia, Canada, The United Kingdom, and the United StatesCurriculum Evaluation in Higher Education: Comparative Analysis of Some Practices from Australia, Canada, the United Kingdom, and the United States","year":2021,"lang":"en","type":"article","venue":"DergiPark (Istanbul University)","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Kingdom; Curriculum; Political science; Public administration; Library science; Law; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002262568,0.0003389458,0.0005324342,0.0008499474,0.0009910158,0.0003673163,0.0007445046,0.0001356812,0.001576804],"category_scores_gemma":[0.0004015199,0.0002221497,0.00008576965,0.01069749,0.001039286,0.0005017713,0.0001621926,0.0005014635,0.000001062102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001446026,"about_ca_system_score_gemma":0.004167411,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9987699,"about_ca_topic_score_gemma":0.9966951,"domain_scores_codex":[0.9906578,0.006211978,0.0005809656,0.0005519863,0.00157801,0.0004192446],"domain_scores_gemma":[0.9926752,0.00385849,0.001064493,0.0005337159,0.00173145,0.0001366091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006650231,0.0007633191,0.5652809,0.00003214106,0.003622591,0.00002767251,0.06578532,0.02779285,0.00002061946,0.3197728,0.01612615,0.0001107098],"study_design_scores_gemma":[0.00295995,0.00001408203,0.5455624,0.00008298609,0.002885017,3.910365e-7,0.2099448,0.009253332,0.000006729686,0.001834793,0.2271141,0.0003414667],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761363,0.0003702907,0.000002700662,0.02068836,0.0006418993,0.001171606,0.0001431838,0.000013905,0.000831785],"genre_scores_gemma":[0.9925375,0.0001908082,0.00003115229,0.0006892037,0.000145865,0.00003981934,0.003193635,0.00001075244,0.003161265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.317938,"threshold_uncertainty_score":0.9993359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1556669228352931,"score_gpt":0.375388497876156,"score_spread":0.2197215750408629,"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."}}