{"id":"W4410960917","doi":"10.1007/978-3-031-90091-4_8","title":"Polytechnic Pinch Points for Academic Integrity: Reflections from Student Conduct Officers","year":2025,"lang":"en","type":"book-chapter","venue":"Ethics and integrity in educational contexts","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"SAIT Polytechnic; University of Alberta","funders":"","keywords":"Academic integrity; Pinch; Political science; Mathematics education; Psychology; Social psychology; Engineering; Mechanical 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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01386373,0.0007367009,0.000780694,0.0009438341,0.07532261,0.02929924,0.003507555,0.02070147,0.01211663],"category_scores_gemma":[0.04149215,0.001089664,0.0006629069,0.00161656,0.02962076,0.01368608,0.01844159,0.05517546,0.00404522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01183277,"about_ca_system_score_gemma":0.0279503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01948759,"about_ca_topic_score_gemma":0.06710882,"domain_scores_codex":[0.9758996,0.01531329,0.0004516188,0.001002648,0.003417986,0.003914784],"domain_scores_gemma":[0.9672021,0.01610807,0.001765531,0.001070351,0.004293059,0.009560768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002598937,0.0002656704,0.001483115,0.00009705228,0.000007725645,0.001264459,0.5860563,0.00007818811,0.0002931002,0.05689905,0.3264332,0.02709611],"study_design_scores_gemma":[0.000006615177,0.00006285296,0.00119194,0.000296656,0.000005855175,0.0003322113,0.6608177,0.00006053302,0.0002997411,0.00525463,0.3316449,0.0000263662],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09565338,0.005585795,0.002698675,0.704894,0.005095928,0.0001145208,0.00003704585,0.0001402354,0.1857804],"genre_scores_gemma":[0.5319464,0.004964867,0.001534082,0.1233546,0.001609676,0.0002313468,0.00002775453,0.0003678703,0.3359634],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9792985,"threshold_uncertainty_score":0.08585316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1831456628940055,"score_gpt":0.4712992478841557,"score_spread":0.2881535849901501,"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."}}