{"id":"W2800434608","doi":"10.1080/10508422.2018.1466301","title":"A Wake-Up Call? Issues With Plagiarism in Transnational Higher Education","year":2018,"lang":"en","type":"article","venue":"Ethics & Behavior","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Collusion; Work (physics); Plagiarism detection; Higher education; Academic integrity; Psychology; Sociology; Pedagogy; Medical education; Political science; Social psychology; Law; Business; Engineering; Medicine; Computer science; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001977476,0.0001082963,0.0001142334,0.0001008636,0.0004315852,0.00005966345,0.0002601052,0.001530475,0.001262965],"category_scores_gemma":[0.000146859,0.00009762182,0.00003061824,0.000281481,0.0006318076,0.0002042544,0.00001283893,0.003017412,0.00006724652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001326979,"about_ca_system_score_gemma":0.001401279,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00713841,"about_ca_topic_score_gemma":0.0180127,"domain_scores_codex":[0.9982326,0.0003353697,0.0001894005,0.0002357317,0.0007387307,0.0002681914],"domain_scores_gemma":[0.9991246,0.0002161235,0.00005956055,0.0001150503,0.0003897506,0.00009488979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003836654,0.0001960675,0.02114307,0.00000606636,0.000005691285,0.000004230464,0.1092865,4.673639e-7,0.0002182324,0.8567489,0.008522302,0.003830081],"study_design_scores_gemma":[0.000377866,0.0001051615,0.1361666,0.00006520333,0.00004799586,0.000003393427,0.005103071,0.000004121336,0.0004508561,0.01063346,0.8467157,0.0003266076],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7533001,0.0002095031,0.0002464552,0.1982085,0.002952233,0.0006392896,0.00002544224,0.000118645,0.04429984],"genre_scores_gemma":[0.9565835,0.00003653962,0.001180334,0.002014102,0.0008971957,0.00007502542,0.00002552362,0.00001266958,0.03917512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8461155,"threshold_uncertainty_score":0.999906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06700317219200898,"score_gpt":0.4109973970169084,"score_spread":0.3439942248248994,"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."}}