{"id":"W4400482678","doi":"10.55016/ojs/cpai.v4i2.74187","title":"Managing Academic Integrity in Canadian Engineering Schools","year":2021,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Academic integrity; Research integrity; Structural integrity; Engineering management; Engineering ethics; Engineering; Political science","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":[0.01717573,0.0005434951,0.0006253305,0.005793505,0.08021467,0.01931745,0.005027873,0.00501284,0.008314984],"category_scores_gemma":[0.02731001,0.0009452763,0.0006399631,0.009132698,0.014414,0.004324705,0.01208762,0.005429273,0.0009985861],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2651666,"about_ca_system_score_gemma":0.5209215,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9809179,"about_ca_topic_score_gemma":0.9931607,"domain_scores_codex":[0.9681237,0.005056861,0.000859404,0.001792633,0.01291805,0.01124939],"domain_scores_gemma":[0.9312602,0.004370104,0.005065497,0.001217757,0.03375611,0.02433035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001617061,0.0004345979,0.1442619,0.000671552,0.00008725707,0.002291587,0.2323094,0.002721183,0.001814789,0.1691663,0.2076188,0.2384611],"study_design_scores_gemma":[0.00003435115,0.0001800504,0.1214199,0.0006363675,0.00007310139,0.000372545,0.2500044,0.001582275,0.001504834,0.01096649,0.6129032,0.0003224447],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5192373,0.008452256,0.003405844,0.2235604,0.001059818,0.0004446588,0.0003432755,0.0003743744,0.2431221],"genre_scores_gemma":[0.9390031,0.003249363,0.00262693,0.008295508,0.0001087564,0.00006054408,0.0001203094,0.00006442807,0.04647094],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9809179,"threshold_uncertainty_score":0.8523026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02478975495042415,"score_gpt":0.3064330872225871,"score_spread":0.281643332272163,"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."}}