{"id":"W1998297688","doi":"10.5539/ies.v4n1p44","title":"A Case Study of Student Evaluation of Teaching in University","year":2011,"lang":"en","type":"article","venue":"International Education Studies","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Course evaluation; Psychology; Affect (linguistics); Data collection; Medical education; Evaluation methods; Mathematics education; Higher education; Teaching method; Engineering; Medicine; Statistics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005228463,0.00005189083,0.0001139992,0.0003133007,0.0001461109,0.000006656001,0.0002030234,0.00002154105,0.0001043595],"category_scores_gemma":[0.002659343,0.00005613747,0.00002463991,0.0001536938,0.00009059353,0.000401535,0.00006223479,0.00009244742,0.000002135399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003609646,"about_ca_system_score_gemma":0.0003858294,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0250378,"about_ca_topic_score_gemma":0.02220994,"domain_scores_codex":[0.997477,0.001184866,0.0002782432,0.0001336748,0.0008660607,0.0000601472],"domain_scores_gemma":[0.9973665,0.0003062088,0.000381949,0.00010094,0.001825018,0.00001937609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001794942,0.002508906,0.3937119,0.000004781813,0.0001603032,0.000006379475,0.5814341,0.00006791316,0.000007834975,0.01021211,0.0001120697,0.01175569],"study_design_scores_gemma":[0.000448645,0.00005858684,0.116187,0.00002955689,0.00008530733,0.000005073277,0.8816357,0.00003727236,0.000008522708,0.0007790361,0.0006762204,0.00004908609],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715853,0.0001184523,0.000009415138,0.0003221699,0.001072357,0.0003256266,0.000001268344,0.000009865831,0.02655553],"genre_scores_gemma":[0.9988853,0.00003164419,0.0006699051,0.0000118019,0.00004104469,0.00001274824,9.274591e-7,0.000002769749,0.0003438686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3002015,"threshold_uncertainty_score":0.9956322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5675075467113855,"score_gpt":0.5986915241704153,"score_spread":0.03118397745902979,"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."}}