{"id":"W2613225046","doi":"10.7717/peerj.3299","title":"Student evaluations of teaching: teaching quantitative courses can be hazardous to one’s career","year":2017,"lang":"en","type":"article","venue":"PeerJ","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University; Mount Royal University","funders":"","keywords":"Grading (engineering); Class (philosophy); Promotion (chess); Merit pay; Set (abstract data type); Mathematics education; Psychology; Subject (documents); Medical education; Computer science; Incentive; Medicine; Engineering; Political science; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.01022716,0.0001431635,0.0002826895,0.0001472688,0.003722267,0.0004461722,0.001071107,0.00007741871,0.0001694302],"category_scores_gemma":[0.02817156,0.0001502974,0.00009795611,0.00004815994,0.000277481,0.0006418197,0.0001983027,0.0004707334,0.00005383961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002549449,"about_ca_system_score_gemma":0.0005327649,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03522776,"about_ca_topic_score_gemma":0.03531398,"domain_scores_codex":[0.9955944,0.001512485,0.0003389802,0.0003304711,0.001899264,0.00032439],"domain_scores_gemma":[0.9970087,0.001047603,0.0005997197,0.0006484335,0.0005007719,0.0001947606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00003395553,0.000579029,0.09452267,0.00001968168,0.0002214712,0.000003143094,0.4366792,0.0008226689,0.001798331,0.4365878,0.01208849,0.01664362],"study_design_scores_gemma":[0.001302253,0.0006665432,0.5901557,0.0002945995,0.0006855343,0.00000169321,0.1712874,0.0005375283,0.0006262545,0.00674527,0.226803,0.0008941569],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7273924,0.00008335915,0.001159642,0.1300021,0.0008566892,0.0006997612,0.00004903573,0.0001093804,0.1396477],"genre_scores_gemma":[0.982038,0.00000829599,0.01182511,0.0004109714,0.0002153444,0.0000422779,0.000008167351,0.00001956181,0.005432258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.495633,"threshold_uncertainty_score":0.9975747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3559082538535388,"score_gpt":0.5626750994996155,"score_spread":0.2067668456460767,"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."}}