{"id":"W2727808690","doi":"10.3138/cjpe.018.008","title":"Students’ Perspective of the CES Case Competition","year":2003,"lang":"en","type":"article","venue":"Canadian Journal of Program Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Competition (biology); Presentation (obstetrics); Perspective (graphical); Task (project management); Relevance (law); Argument (complex analysis); Psychology; Medical education; Work (physics); Time limit; Management; Computer science; Medicine; Political science; Engineering; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01292883,0.00007444649,0.0001551493,0.0003211719,0.0002297719,0.0001981085,0.0003921362,0.00004176637,0.001983905],"category_scores_gemma":[0.003663784,0.00004604697,0.0001299555,0.0007275511,0.0001258748,0.0003370359,0.00000837989,0.0001458314,0.00001776763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004002212,"about_ca_system_score_gemma":0.003439563,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007318702,"about_ca_topic_score_gemma":0.02934881,"domain_scores_codex":[0.9957917,0.001019774,0.0006561431,0.000118886,0.002270136,0.000143354],"domain_scores_gemma":[0.9942682,0.0001815186,0.0007543783,0.0002458126,0.004358577,0.0001914938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000332364,0.0003790885,0.5408571,0.00001231763,0.0001753018,0.00009887618,0.01761708,0.008520252,0.0001655341,0.0912168,0.003528597,0.3373958],"study_design_scores_gemma":[0.004966115,0.001912893,0.6008514,0.0002371217,0.0005563397,0.003786031,0.1101715,0.01519459,0.002222464,0.1756864,0.08393037,0.000484788],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881088,0.000361183,0.0003348915,0.001353398,0.0009130803,0.0007709534,0.000005712027,0.000002349857,0.008149685],"genre_scores_gemma":[0.998961,0.0000039752,0.0007535993,0.00008703535,0.00005016103,0.00001561786,7.23778e-7,0.000004105576,0.0001237517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3369111,"threshold_uncertainty_score":0.9989284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3255601195178861,"score_gpt":0.550185675195576,"score_spread":0.2246255556776899,"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."}}