{"id":"W4402449935","doi":"10.1002/tl.20629","title":"Evolving intersections: AI, disability, and academic integrity in higher education","year":2024,"lang":"en","type":"article","venue":"New Directions for Teaching and Learning","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Ontario College of Art and Design","funders":"","keywords":"Academic integrity; Higher education; Mathematics education; Psychology; Pedagogy; Sociology; Medical education; Political science; Social psychology; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001678087,0.00007559873,0.00008553056,0.0001171601,0.00101716,0.0002305015,0.00004637258,0.00009327593,0.0001681878],"category_scores_gemma":[0.001276442,0.00007755706,0.00003671974,0.000190493,0.000174567,0.0004040677,0.00002087918,0.00142194,0.000003903992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003080501,"about_ca_system_score_gemma":0.0002074416,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02380736,"about_ca_topic_score_gemma":0.004247102,"domain_scores_codex":[0.9989451,0.0003911516,0.0001584247,0.0002628856,0.00008499905,0.0001574867],"domain_scores_gemma":[0.9992165,0.000583009,0.00002032547,0.0000563127,0.00002096341,0.000102902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007236367,0.0001209383,0.1299343,0.00008023431,0.00001418425,4.82899e-8,0.08746594,0.00002007612,0.00004518301,0.06090266,0.005945676,0.7154635],"study_design_scores_gemma":[0.00008818343,0.00003143173,0.05696658,0.0002455934,0.00002060685,0.000001759876,0.04764728,0.0005511112,0.000001737392,0.008897849,0.8854202,0.0001276453],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.903711,0.002946466,0.0007297987,0.06177498,0.003416455,0.0004281918,0.000001439777,0.000448035,0.02654364],"genre_scores_gemma":[0.9704746,0.000117367,0.0005219312,0.000156902,0.0005735272,0.00006556659,0.000004830388,0.000009665474,0.02807559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8794745,"threshold_uncertainty_score":0.9826932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0609447539196765,"score_gpt":0.4114173014949979,"score_spread":0.3504725475753214,"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."}}