{"id":"W4321052096","doi":"10.2139/ssrn.4360052","title":"ChatGPT and Academic Integrity","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Academic integrity; Research integrity; Engineering ethics; Engineering","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":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01672151,0.0003047077,0.001178971,0.003289746,0.008656732,0.02135845,0.002735322,0.008457786,0.06880122],"category_scores_gemma":[0.1347635,0.0003911527,0.0007167865,0.004718286,0.0258356,0.01436194,0.0123726,0.008467858,0.01221373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005227887,"about_ca_system_score_gemma":0.01101398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00488331,"about_ca_topic_score_gemma":0.003965992,"domain_scores_codex":[0.9669597,0.01607748,0.002224346,0.003327944,0.007306926,0.004103652],"domain_scores_gemma":[0.8194038,0.07599324,0.01720821,0.02808752,0.04060708,0.01870018],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001655751,0.00007473829,0.004836799,0.0001261466,0.00004860555,0.0003139655,0.004147986,0.0002250324,0.00005576577,0.8733987,0.07508748,0.04151921],"study_design_scores_gemma":[0.00005958448,0.000040693,0.002687236,0.0002809807,0.00003244124,0.0006111283,0.004977252,0.0004511116,0.0002706335,0.8191024,0.1714408,0.00004567011],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0227054,0.004471008,0.005175182,0.2067862,0.003020858,0.00004022029,0.0005516465,0.000165839,0.7570836],"genre_scores_gemma":[0.8868356,0.001880165,0.00157754,0.01519809,0.00305052,0.0000824988,0.0003935776,0.0001714128,0.09081051],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9915422,"threshold_uncertainty_score":0.230163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1374666994031538,"score_gpt":0.4440242387539164,"score_spread":0.3065575393507627,"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."}}