{"id":"W2993344217","doi":"10.47678/cjhe.v41i1.2173","title":"Research Integrity/Misconduct Policies of Canadian Universities","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Carleton University","funders":"Canadian Institutes of Health Research; Queen's University; Dalhousie University; University of Alberta; Cape Breton University; Lakehead University; Brock University; Concordia University; Acadia University; McMaster University; University of Northern British Columbia; Université de Montréal; University of Lethbridge; Social Sciences and Humanities Research Council of Canada; Université de Moncton; University of Ottawa; McGill University; University of Regina; Université Laval","keywords":"Misconduct; Scientific misconduct; Research integrity; Sanctions; Academic integrity; Context (archaeology); Political science; Corporate governance; Public relations; Criminology; Engineering ethics; Psychology; Business; Law; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch","research_integrity"],"domain":"evaluation","study_design":"qualitative","genre":"empirical","about_ca_system":true,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","research_integrity"],"domain":"methods","study_design":"qualitative","genre":"empirical","about_ca_system":true,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.08254342,0.0003940925,0.0007807037,0.01089956,0.02785686,0.01318076,0.003713157,0.002559824,0.001985227],"category_scores_gemma":[0.1638619,0.0009183427,0.0006916786,0.01678185,0.009841507,0.002752086,0.005037189,0.003013386,0.0003119525],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1926989,"about_ca_system_score_gemma":0.3835868,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9653776,"about_ca_topic_score_gemma":0.9697325,"domain_scores_codex":[0.9157604,0.01739503,0.006954927,0.00334203,0.03993069,0.01661685],"domain_scores_gemma":[0.64167,0.09931874,0.04370708,0.01624401,0.167922,0.03113828],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006473171,0.0003030938,0.4111727,0.001614827,0.0002506204,0.001154291,0.1631553,0.004875791,0.005893533,0.1804342,0.0294472,0.2010511],"study_design_scores_gemma":[0.00008490366,0.0002396532,0.6009381,0.001332199,0.0002412187,0.0004279658,0.1062558,0.002851642,0.007310796,0.01024227,0.2692518,0.0008237229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8373378,0.006802231,0.00340233,0.03999275,0.0001760661,0.0007868877,0.001368686,0.0002428617,0.1098904],"genre_scores_gemma":[0.9825872,0.002745601,0.003193954,0.003183624,0.00003296315,0.0001470756,0.0003515313,0.00003745762,0.007720656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9974402,"threshold_uncertainty_score":0.9363548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1700990352348766,"score_gpt":0.3886513763032701,"score_spread":0.2185523410683935,"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."}}