{"id":"W1731370542","doi":"","title":"Plagiarism Education: Strategies for Instructors","year":2015,"lang":"en","type":"article","venue":"International Journal of Learning Teaching and Educational Research","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Plagiarism detection; Psychology; Medical education; Mathematics education; Focus (optics); Computer science; Medicine; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["research_integrity"],"domain":null,"study_design":"not_applicable","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"},{"model":"gpt","categories":["research_integrity"],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01376934,0.00006816408,0.0001076996,0.0004285332,0.0007557879,0.0003948132,0.0005102303,0.0002315675,0.00008413982],"category_scores_gemma":[0.02097808,0.0000637909,0.00005370979,0.00009932129,0.0002781735,0.0006530508,0.00004699683,0.003330369,0.00001060651],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003483327,"about_ca_system_score_gemma":0.007409315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001664471,"about_ca_topic_score_gemma":0.00005002573,"domain_scores_codex":[0.9970071,0.001041861,0.0002949223,0.0001207745,0.001313939,0.0002214055],"domain_scores_gemma":[0.9937375,0.002765588,0.0001906429,0.00004398789,0.003004225,0.0002581008],"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":[0.0001369775,0.0001337375,0.01143792,0.000008742088,0.00007057899,0.000001203236,0.06925385,0.0001467362,0.00004651031,0.7915727,0.07520688,0.0519841],"study_design_scores_gemma":[0.0002435615,0.00009513315,0.001016766,0.00009643091,0.000005806148,0.00004848751,0.1325147,0.00007658103,0.000005161156,0.1615239,0.7043001,0.00007333005],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7917534,0.00123514,0.002903588,0.09756226,0.005355273,0.0001844824,0.000004973797,0.0000163478,0.1009845],"genre_scores_gemma":[0.9787825,0.0001409225,0.008445752,0.0001486472,0.004576685,0.000008726029,0.00001191123,0.000008459959,0.007876451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6300488,"threshold_uncertainty_score":0.998969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1469886411925829,"score_gpt":0.4972989143648596,"score_spread":0.3503102731722767,"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."}}