{"id":"W4411032550","doi":"10.55277/rhj.ql8ttmax","title":"The Use of Generative Artificial Intelligence in Higher Education","year":2025,"lang":"en","type":"report","venue":"","topic":"AI and HR Technologies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Holland College","funders":"","keywords":"Generative grammar; Artificial intelligence; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004760481,0.0001803443,0.0001717329,0.001399045,0.001297717,0.004908547,0.0006449383,0.0005271791,0.002829923],"category_scores_gemma":[0.01523767,0.0002545954,0.0002146379,0.001345325,0.00278997,0.002132015,0.003035826,0.001148094,0.0007021945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001302571,"about_ca_system_score_gemma":0.001492952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007002588,"about_ca_topic_score_gemma":0.001809883,"domain_scores_codex":[0.9935493,0.003565534,0.0002674074,0.0002491369,0.001928509,0.0004400217],"domain_scores_gemma":[0.9791261,0.01349686,0.0034254,0.001573342,0.0008899982,0.001488251],"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":[0.0001186617,0.0008105112,0.2779346,0.0006226783,0.0000365097,0.0008348697,0.09869266,0.0006455381,0.004709165,0.009323316,0.00323483,0.6030368],"study_design_scores_gemma":[0.00004612046,0.002853988,0.5893618,0.001682095,0.0001196382,0.007782128,0.1803349,0.004161421,0.01561959,0.01780819,0.1799792,0.0002507664],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745823,0.0009469353,0.002485504,0.001125641,0.00002117053,0.00004402054,0.00002112316,0.00008607073,0.02068724],"genre_scores_gemma":[0.9958186,0.0006444597,0.001805315,0.0001821709,0.00001078113,0.00001664432,0.00001760347,0.00001199173,0.00149244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004908547,"threshold_uncertainty_score":0.02517611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.202732738461452,"score_gpt":0.3326390950229607,"score_spread":0.1299063565615087,"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."}}