{"id":"W4407944763","doi":"10.18552/joaw.v15is1.1036","title":"Being and Becoming: Addressing Equity, Diversity and Inclusion Issues in Learning Academic Writing through an Academic Integrity Socialisation Process","year":2025,"lang":"en","type":"article","venue":"Journal of Academic Writing","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Equity (law); Inclusion (mineral); Academic integrity; Diversity (politics); Process (computing); Sociology; Psychology; Pedagogy; Engineering ethics; Political science; Social science; Social psychology; Anthropology; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01007646,0.0002046471,0.0004777254,0.0003521239,0.006467111,0.000132179,0.0006541357,0.0007615528,0.000008710776],"category_scores_gemma":[0.002093391,0.0002186334,0.00006265222,0.0005594192,0.0003324909,0.003637709,0.005364577,0.005990799,2.36369e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00042054,"about_ca_system_score_gemma":0.0002634887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004754027,"about_ca_topic_score_gemma":0.00007272881,"domain_scores_codex":[0.9964712,0.0006762882,0.001029811,0.0003214098,0.0009711183,0.0005302311],"domain_scores_gemma":[0.9978886,0.0007974482,0.000891807,0.00004995787,0.0002347378,0.0001374939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000311425,0.00001291752,0.7703057,0.00009316062,0.00001627528,0.000005773684,0.20791,0.00001432841,0.0025906,0.003832752,0.00002491066,0.0151625],"study_design_scores_gemma":[0.002284583,0.0001134902,0.3251246,0.007168768,0.0001956448,0.00002152972,0.5350223,0.001140872,0.0008534005,0.1267891,0.0006861673,0.0005996175],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858497,0.003535732,0.0001895022,0.007551693,0.0001946197,0.0001956825,7.13879e-7,0.0000446007,0.002437708],"genre_scores_gemma":[0.9889023,0.008995702,0.0005577731,0.0003828244,0.001081189,0.000001906342,0.000001611109,0.00001306709,0.0000636511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4451811,"threshold_uncertainty_score":0.9963024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1237611173768449,"score_gpt":0.4784814084030815,"score_spread":0.3547202910262366,"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."}}