{"id":"W4416466302","doi":"10.5430/wje.v15n4p1","title":"Exploring Students' Perspective on University Exit Exam","year":2025,"lang":"","type":"article","venue":"World Journal of Education","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Grading (engineering); Higher education; Anxiety; Relevance (law); Preference; Perspective (graphical); Likert scale; Test anxiety; Perception","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.005436108,0.0003178147,0.0004276641,0.001218772,0.001717428,0.004011575,0.0004382507,0.001062493,0.003176914],"category_scores_gemma":[0.01668926,0.0001751599,0.0004564902,0.0005657961,0.001270088,0.001310778,0.002178727,0.001899265,0.0007517994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000998517,"about_ca_system_score_gemma":0.001060296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001260577,"about_ca_topic_score_gemma":0.002166418,"domain_scores_codex":[0.9946005,0.002679648,0.0002465611,0.0001838243,0.001430216,0.0008590921],"domain_scores_gemma":[0.986599,0.004102762,0.002505339,0.0002695502,0.003122155,0.00340128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000415405,0.0008914085,0.5414445,0.0002504793,0.00006884222,0.003282942,0.3456323,0.000512831,0.0122644,0.002822594,0.005145503,0.08726876],"study_design_scores_gemma":[0.00001676701,0.001679396,0.3102391,0.0003602308,0.00003691208,0.001647888,0.6498395,0.001020642,0.003286311,0.0008313821,0.03089913,0.0001427654],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945814,0.0001461393,0.0003936925,0.001032993,0.00003518839,0.00001156336,0.00002794046,0.00001009994,0.003760933],"genre_scores_gemma":[0.9976203,0.0002033544,0.0002008897,0.0002818452,0.00002155341,0.000009577284,0.00003297931,0.000005960753,0.00162347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005436108,"threshold_uncertainty_score":0.02874923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08070052760520088,"score_gpt":0.3979036730819686,"score_spread":0.3172031454767678,"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."}}