{"id":"W4214950379","doi":"10.1007/978-3-030-83255-1_15","title":"Managing Academic Integrity in Canadian Engineering Schools","year":2022,"lang":"en","type":"book-chapter","venue":"Ethics and integrity in educational contexts","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"University of Guelph","keywords":"Academic integrity; Warrant; Misconduct; Work (physics); Engineering ethics; Political science; Scientific misconduct; Public relations; Structural integrity; Medical education; Engineering; Medicine; Business; Alternative medicine; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.010069,0.0003666822,0.0004671762,0.0009755777,0.0007072624,0.0001114501,0.0007049363,0.004023724,0.00298493],"category_scores_gemma":[0.007008641,0.0004395109,0.0001050717,0.0001904753,0.0003180494,0.0003867619,0.0001324788,0.06939942,0.00005311401],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002771486,"about_ca_system_score_gemma":0.01054379,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7311516,"about_ca_topic_score_gemma":0.812679,"domain_scores_codex":[0.9968003,0.0004203355,0.000669042,0.0005911852,0.0008088275,0.0007103304],"domain_scores_gemma":[0.9963715,0.002495701,0.0001832493,0.0002020404,0.0002668341,0.0004806448],"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":[0.000008525899,0.0000118957,0.003208705,0.00005101041,0.00001716293,0.00001092992,0.01649041,0.0000115073,0.000001280694,0.9744287,0.003781606,0.001978273],"study_design_scores_gemma":[0.0001124647,0.00001260418,0.002297774,0.0006979465,0.00001013581,0.000005765989,0.002653276,0.0001030879,5.763653e-7,0.3225082,0.6711978,0.0004003474],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002699858,0.006804477,0.00001702768,0.3029858,0.002855052,0.0007763371,0.000334814,0.00004659066,0.68348],"genre_scores_gemma":[0.761352,0.02333214,0.000394345,0.008184824,0.001966582,0.0001510646,0.0004125139,0.00009478445,0.2041118],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7586521,"threshold_uncertainty_score":0.9998057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06012048070416923,"score_gpt":0.3553220936204014,"score_spread":0.2952016129162321,"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."}}