{"id":"W1793417399","doi":"10.47678/cjhe.v30i2.183360","title":"Student Evaluations of College Professors: Identifying Sources of Bias","year":2000,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Psychology; Class (philosophy); The arts; Variety (cybernetics); Mathematics education; Quality (philosophy); Liberal arts education; Higher education; Social class; Medical education; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003189298,0.0000633157,0.0001623915,0.0003671653,0.0003236639,0.00004913304,0.0003340004,0.00005989531,0.00545336],"category_scores_gemma":[0.0006415979,0.00006390456,0.0000751364,0.0003795715,0.0001658943,0.000586707,0.000003574608,0.0001498492,0.00001763745],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002944963,"about_ca_system_score_gemma":0.007606188,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02181235,"about_ca_topic_score_gemma":0.02835108,"domain_scores_codex":[0.997761,0.0008152408,0.0005432577,0.00007797326,0.000646173,0.0001564077],"domain_scores_gemma":[0.9976728,0.0002763674,0.0008410391,0.0001258788,0.0008410899,0.0002428363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003847499,0.0006491166,0.6091635,0.0001034698,0.0002848179,0.000004746496,0.2462195,0.0009007425,0.0003195376,0.04579806,0.06834029,0.02817779],"study_design_scores_gemma":[0.0003126999,0.00009622772,0.6645148,0.000301333,0.000191564,0.000006153127,0.03387785,0.000002888477,0.0002368085,0.003308688,0.2970269,0.0001240747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9738214,0.002200656,0.000003552633,0.008303547,0.001343838,0.0001908388,0.000007932443,0.000003497277,0.01412474],"genre_scores_gemma":[0.9765394,0.00004627648,0.0005841239,0.0001134626,0.0003322142,0.000004553546,0.00000191936,0.000007484112,0.02237052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2286866,"threshold_uncertainty_score":0.9980198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2269093208126066,"score_gpt":0.5068409872934486,"score_spread":0.2799316664808421,"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."}}