{"id":"W4400482750","doi":"10.55016/ojs/cpai.v6i1.76917","title":"Academic Integrity in Canada: An Enduring and Essential Challenge","year":2023,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Yorkville University","funders":"","keywords":"Academic integrity; Political science; Engineering ethics; Environmental ethics; Engineering; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.02462461,0.0009470432,0.00160276,0.003162646,0.07720216,0.03220386,0.006706449,0.01529819,0.01278966],"category_scores_gemma":[0.0446166,0.0008793397,0.001082596,0.006018368,0.04104879,0.01192392,0.01719394,0.03211987,0.002108333],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2697061,"about_ca_system_score_gemma":0.607933,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9858685,"about_ca_topic_score_gemma":0.992783,"domain_scores_codex":[0.9450211,0.008426146,0.001348177,0.002919846,0.02492652,0.01735827],"domain_scores_gemma":[0.8825714,0.01321502,0.002647156,0.002226723,0.0500544,0.0492852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004812697,0.0000496509,0.002599263,0.0003965122,0.00004463634,0.0009745294,0.02978411,0.000345473,0.0003939611,0.1482498,0.7424978,0.07461607],"study_design_scores_gemma":[0.00001658655,0.00002606717,0.002902517,0.000751436,0.00002253255,0.0003980442,0.05495482,0.0002632917,0.0002450916,0.02158186,0.9186607,0.0001770638],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00307461,0.01340017,0.0007695488,0.9536484,0.004637903,0.00002862885,0.0001065287,0.0000675456,0.02426665],"genre_scores_gemma":[0.3487393,0.07596449,0.009106701,0.4743319,0.00608657,0.000141359,0.0005310763,0.0004529684,0.08464552],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7302939,"threshold_uncertainty_score":0.8470374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04105693096597994,"score_gpt":0.3217692203451567,"score_spread":0.2807122893791767,"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."}}