{"id":"W4417280344","doi":"10.1002/aaai.70047","title":"The ETHICAL Protocol for Responsible Use of Generative AI for Research Purposes in Higher Education","year":2025,"lang":"en","type":"article","venue":"AI Magazine","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Helsingin Yliopisto; Universitetet i Oslo; University of Oxford; Universiteit Gent; University College London; University of Toronto; Tartu Ülikool; University of Cape Town; Victoria University; Université de Genève; Rijksuniversiteit Groningen; University of Glasgow; National Science Foundation","keywords":"Protocol (science); Generative grammar; Openness to experience; Higher education; Checklist; Inclusion (mineral); Transparency (behavior)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00154072,0.00006701455,0.0001426359,0.000208515,0.0001806376,0.00003539711,0.00007741267,0.0001719088,0.00004260804],"category_scores_gemma":[0.003049418,0.00004688175,0.00004388734,0.0004857938,0.0001418568,0.00007431628,0.00002166984,0.0003920845,0.000009349398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001329533,"about_ca_system_score_gemma":0.002547718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000202055,"about_ca_topic_score_gemma":0.0005044218,"domain_scores_codex":[0.9988201,0.0001866115,0.0004027526,0.0001877378,0.0001644014,0.0002383988],"domain_scores_gemma":[0.9956114,0.002481568,0.00004991461,0.0002634368,0.001546941,0.00004672091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006554501,0.0006385766,0.005497856,0.0008367479,0.00002485941,4.013627e-7,0.0007800601,0.00001680059,0.01452108,0.208437,0.6638688,0.09882326],"study_design_scores_gemma":[0.0002081188,0.000629649,0.007518604,0.0003277847,0.00001057888,5.932713e-7,0.0002187483,0.0005493116,0.06126058,0.06210536,0.8671213,0.0000493805],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"protocol","genre_scores_codex":[0.01288253,0.0000846531,0.001456525,0.7676282,0.0007060467,0.2159473,0.00001059132,0.00002287911,0.001261332],"genre_scores_gemma":[0.08663499,0.00002172161,0.006460174,0.01679349,0.0008105221,0.7922524,0.00004672639,0.0000274187,0.09695259],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.7508347,"threshold_uncertainty_score":0.4519543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5630307107024171,"score_gpt":0.619159177310111,"score_spread":0.05612846660769399,"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."}}