{"id":"W4400482619","doi":"10.55016/ojs/cpai.v4i2.74155","title":"How Chegg Blew Up Our Exams","year":2021,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bow Valley College","funders":"","keywords":"Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.02622892,0.0007398874,0.0008879077,0.003528641,0.031043,0.03893599,0.004446741,0.01085233,0.05402559],"category_scores_gemma":[0.1353233,0.0009137483,0.001188957,0.003284652,0.01864769,0.01836005,0.01491078,0.02087091,0.03074186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02040355,"about_ca_system_score_gemma":0.03242194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08409581,"about_ca_topic_score_gemma":0.1190916,"domain_scores_codex":[0.9463439,0.014678,0.001114389,0.003125085,0.02168332,0.01305529],"domain_scores_gemma":[0.9041265,0.01218412,0.003606364,0.009424979,0.03628802,0.03437005],"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":[0.00005604976,0.00007430686,0.003166498,0.00004053246,0.00002438119,0.0005961679,0.01115416,0.0001596202,0.0002817065,0.0568622,0.8871868,0.04039749],"study_design_scores_gemma":[0.00001196336,0.00004497783,0.001300461,0.000180316,0.00001290321,0.0003488121,0.02536,0.0002268485,0.0004214175,0.0227827,0.9492251,0.00008433632],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02225753,0.00190254,0.01085665,0.7681839,0.01247194,0.0002452423,0.0005106511,0.001800507,0.181771],"genre_scores_gemma":[0.3243304,0.002698526,0.01157695,0.2166967,0.003452352,0.000229188,0.0007492738,0.003828763,0.4364378],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9891477,"threshold_uncertainty_score":0.1807336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1856498760103906,"score_gpt":0.3986090839328979,"score_spread":0.2129592079225073,"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."}}