{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3803956,0.002162911,0.003750748,0.007112675,0.006854069,0.01391238,0.004598008,0.01678453,0.04123044],"category_scores_gemma":[0.5871313,0.00354446,0.002805495,0.006461729,0.01418285,0.01085599,0.01040948,0.02231864,0.02275297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01046824,"about_ca_system_score_gemma":0.0567139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001055937,"about_ca_topic_score_gemma":0.001266609,"domain_scores_codex":[0.5783603,0.3141738,0.06478293,0.007748021,0.02785115,0.00708392],"domain_scores_gemma":[0.2965665,0.4398426,0.02168162,0.1057841,0.1262204,0.009904771],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003862021,0.001543816,0.001219167,0.01269731,0.0001737806,0.002702395,0.06185778,0.002456669,0.004946077,0.3639993,0.3625166,0.1820251],"study_design_scores_gemma":[0.002630607,0.0012223,0.002253726,0.0231967,0.00008134017,0.001194446,0.0150332,0.006014715,0.005722716,0.1262257,0.8159347,0.0004896705],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.009019211,0.0007127768,0.2235972,0.03253116,0.01276061,0.6746181,0.005950129,0.002215271,0.03859546],"genre_scores_gemma":[0.02014242,0.0005408621,0.1238488,0.009737719,0.001244013,0.8334703,0.001141533,0.0003951754,0.009479191],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.6196045,"threshold_uncertainty_score":0.7640826,"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."}}