{"id":"W4376460912","doi":"10.1007/978-981-287-079-7_107-1","title":"Academic Integrity and the Canadian University Ombudsperson","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Academic integrity; Misconduct; Mandate; Research integrity; Political science; Promotion (chess); Accountability; Public relations; Inclusion (mineral); Psychology; Law; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006394058,0.0008929669,0.0009685294,0.004951675,0.04428872,0.02546632,0.003353557,0.009599995,0.04069377],"category_scores_gemma":[0.01422955,0.0009404097,0.0006583679,0.007143533,0.01695796,0.006684089,0.005321518,0.01214151,0.006315669],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1526434,"about_ca_system_score_gemma":0.2383776,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9676929,"about_ca_topic_score_gemma":0.9864962,"domain_scores_codex":[0.9907204,0.001262012,0.0001795604,0.0006288611,0.004529144,0.002680112],"domain_scores_gemma":[0.9910223,0.001304271,0.0001858411,0.0003628742,0.005155147,0.001969518],"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":[0.000007124932,0.00000941295,0.0001052644,0.00003324357,0.000002094449,0.00004365291,0.002263548,0.00006197611,0.00002494585,0.5805009,0.4005756,0.01637235],"study_design_scores_gemma":[0.000001892452,0.000001839597,0.0002525305,0.0001027361,0.000002836854,0.00002154885,0.001379537,0.00005359657,0.00002443555,0.01378843,0.9843566,0.0000139646],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00103971,0.01790712,0.0005048939,0.05523931,0.003553329,0.00003596154,0.00008763747,0.00005795201,0.921574],"genre_scores_gemma":[0.03503148,0.009751223,0.0005410233,0.008769056,0.000682686,0.00003360437,0.00004600047,0.0001144622,0.9450305],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9904,"threshold_uncertainty_score":0.9828135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04453230443311171,"score_gpt":0.2679789064745398,"score_spread":0.223446602041428,"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."}}