{"id":"W4406731206","doi":"10.1007/s40593-024-00454-6","title":"Navigating the Ethical Frontier: Graduate Students’ Experiences with Generative AI-Mediated Scholarship","year":2025,"lang":"en","type":"article","venue":"International Journal of Artificial Intelligence in Education","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Scholarship; Frontier; Generative grammar; Graduate students; Educational technology; Faculty development; Medical education; Sociology; Engineering ethics; Pedagogy; Psychology; Computer science; Political science; Medicine; Professional development; Engineering; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03724473,0.001256581,0.001648584,0.002303544,0.02119003,0.0170883,0.006290209,0.006339129,0.004247159],"category_scores_gemma":[0.05763781,0.001124708,0.001140964,0.002101501,0.04260257,0.008447001,0.02696165,0.01381077,0.000986628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007696546,"about_ca_system_score_gemma":0.01135057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003474785,"about_ca_topic_score_gemma":0.005694597,"domain_scores_codex":[0.9431844,0.04281747,0.001128089,0.00233139,0.005024778,0.005513842],"domain_scores_gemma":[0.9406859,0.03162299,0.003168851,0.003300884,0.00526536,0.01595602],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002098152,0.00008226961,0.00124551,0.00005362869,0.000004564063,0.0005738937,0.9907403,0.00005096208,0.0004896392,0.002308346,0.0005494999,0.003880501],"study_design_scores_gemma":[0.000007997536,0.0001129344,0.0004053016,0.0000855726,0.000005246894,0.0005167485,0.9821209,0.0001727477,0.0003678686,0.001283755,0.01488967,0.00003124123],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736178,0.0008246496,0.006521871,0.009864463,0.0002617231,0.0001525884,0.00002628305,0.0001502106,0.008580489],"genre_scores_gemma":[0.9924341,0.0004527043,0.001951963,0.001509356,0.00007285092,0.0001195456,0.00002261202,0.00008037143,0.003356501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9627553,"threshold_uncertainty_score":0.1969713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1320367752020061,"score_gpt":0.5088173349618555,"score_spread":0.3767805597598495,"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."}}