{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00159955,0.00007079366,0.0001166896,0.0001496361,0.0001570165,0.00001247501,0.00005616446,0.0001170335,0.00002747997],"category_scores_gemma":[0.0002717096,0.00005811064,0.00003859948,0.0002775021,0.00004218104,0.00008882208,0.00001544138,0.003573919,0.0001842656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003715948,"about_ca_system_score_gemma":0.001995438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001749417,"about_ca_topic_score_gemma":0.0001805347,"domain_scores_codex":[0.9983103,0.00003369407,0.0002277855,0.0001197246,0.0001518102,0.001156729],"domain_scores_gemma":[0.9995881,0.00006449947,0.00005571661,0.00008034638,0.00008235099,0.0001289784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001439172,0.00003929976,0.1051058,0.00004285849,0.00007727162,0.00001161112,0.002526016,0.000002097026,0.001878922,0.06994288,0.001911003,0.8183184],"study_design_scores_gemma":[0.000157956,0.000922325,0.02644852,0.0001465502,0.00007438329,0.002789991,0.02468634,0.0006952848,0.002818754,0.931612,0.009442556,0.0002053752],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762802,0.00228423,0.0004811285,0.0201675,0.0003326728,0.0001051667,3.617536e-7,0.00005960829,0.0002891806],"genre_scores_gemma":[0.9691746,0.02775248,0.00002368955,0.0003625693,0.0007596058,0.000004626046,0.000004402818,0.00001130725,0.00190676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8616691,"threshold_uncertainty_score":0.9987249,"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."}}