{"id":"W4391974038","doi":"10.1007/978-3-031-54144-5_121","title":"Framework of Considerations for Academic Integrity in Quality Assurance in Canadian Higher Education","year":2024,"lang":"en","type":"book-chapter","venue":"Springer international handbooks of education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Quality assurance; Academic integrity; Higher education; Political science; Quality (philosophy); Jurisdiction; Curriculum; Public relations; Engineering management; Engineering ethics; Business; Engineering; Operations management; Law; External quality assessment","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009149133,0.0001877018,0.0003140924,0.0008000174,0.00006683524,0.00004275094,0.0003016641,0.0005009622,0.00104423],"category_scores_gemma":[0.0006688081,0.00022526,0.0001086066,0.000104747,0.0001561464,0.0001965157,0.00002458604,0.0006555742,0.00002339974],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001844298,"about_ca_system_score_gemma":0.01825836,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2050562,"about_ca_topic_score_gemma":0.4043819,"domain_scores_codex":[0.997988,0.00003371973,0.0009170246,0.000366412,0.0004663414,0.0002284455],"domain_scores_gemma":[0.9979259,0.0005006411,0.000495805,0.0001999579,0.0007470588,0.0001306285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001216199,0.00007866027,0.01372762,0.0001140681,0.00003057,2.032904e-7,0.004828538,0.000004258834,0.00001881482,0.9734653,0.005559691,0.002160181],"study_design_scores_gemma":[0.00008437,0.000007308183,0.03833962,0.002251418,0.00001316189,2.969456e-7,0.0003557878,0.000001101063,0.00008717814,0.5608297,0.3978414,0.0001886982],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01223981,0.004138931,0.00004594057,0.01940516,0.01654938,0.001404007,0.0002852948,0.00002598982,0.9459055],"genre_scores_gemma":[0.6427383,0.0005911746,0.003179338,0.0004155972,0.000773516,0.0002348529,0.00008768136,0.00002692288,0.3519526],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6304985,"threshold_uncertainty_score":0.9998689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07298863389066604,"score_gpt":0.4150626981044062,"score_spread":0.3420740642137402,"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."}}