{"id":"W4402198693","doi":"10.1080/02602938.2024.2388699","title":"‘There was very little room for me to be me’: the lived tensions between assessment standardisation and student diversity","year":2024,"lang":"en","type":"article","venue":"Assessment & Evaluation in Higher Education","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Curtin University of Technology","keywords":"Diversity (politics); Pedagogy; Psychology; Higher education; Lived experience; Sociology; Mathematics education; Political science","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006760556,0.00017177,0.0001887856,0.0002089075,0.001314955,0.0006492446,0.0002803476,0.0001171225,0.001044003],"category_scores_gemma":[0.0003205893,0.0001513854,0.00006248107,0.0006728994,0.00008315453,0.0008505575,0.0001363881,0.0002747063,0.00002498394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001934658,"about_ca_system_score_gemma":0.002856965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001153231,"about_ca_topic_score_gemma":0.0004806448,"domain_scores_codex":[0.9959916,0.001387637,0.0003884975,0.0005123046,0.001435547,0.0002844031],"domain_scores_gemma":[0.9968231,0.001881327,0.0001890009,0.0002956666,0.0006640393,0.0001468054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001866895,0.0004992527,0.7783059,0.00007268939,0.0001840171,3.037137e-7,0.1266923,0.0006434488,0.0001526454,0.0541143,0.02069101,0.0186254],"study_design_scores_gemma":[0.0002118485,0.0000689933,0.7762248,0.00007533116,0.0002385599,1.315657e-7,0.026371,0.0002002559,0.000004860452,0.002777186,0.1936698,0.0001572757],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8306583,0.0005231475,0.001073691,0.1555223,0.003788918,0.002779771,0.00002123615,0.0001041181,0.005528467],"genre_scores_gemma":[0.9903473,0.00009046143,0.0026016,0.0005755392,0.0008375627,0.000998892,0.0001483861,0.00002236717,0.004377901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1729788,"threshold_uncertainty_score":0.9999852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1927564632755125,"score_gpt":0.5260661712831748,"score_spread":0.3333097080076622,"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."}}