{"id":"W6884652559","doi":"10.11575/prism/38945","title":"Contract Cheating in Canada: How it Started and How it’s Going","year":2021,"lang":"en","type":"other","venue":"University of Calgary","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cheating; Session (web analytics); Legislation; Action (physics); Academic integrity; Contract management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001450944,0.0002637437,0.000599213,0.0003238666,0.00005965047,0.00002078461,0.0002202196,0.0002366635,0.001650358],"category_scores_gemma":[0.00009466129,0.0003617301,0.00006172332,0.0002436923,0.0001245136,0.00008484575,0.0001551085,0.000405791,0.000007690376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001180899,"about_ca_system_score_gemma":0.00217204,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9215714,"about_ca_topic_score_gemma":0.9963744,"domain_scores_codex":[0.9986488,0.0001564266,0.000081055,0.0003990394,0.0003791031,0.000335563],"domain_scores_gemma":[0.9990899,0.0001387272,0.0002858587,0.0002677288,0.00006834983,0.0001494494],"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":[0.00006740196,0.00003599293,0.01416244,0.0003601919,0.0002790231,0.002183846,0.0006029833,0.0000031585,0.001417588,0.00004926099,0.9789819,0.00185627],"study_design_scores_gemma":[0.002385355,0.00002635079,0.02166895,0.001889674,0.0001438225,0.00001533935,0.006269071,0.001680642,0.00005663346,0.000001543173,0.9652522,0.0006103948],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02525064,0.002661517,0.0001685178,0.004076793,0.0002698601,0.0007878322,0.000656027,0.0001316152,0.9659972],"genre_scores_gemma":[0.13938,0.0003754279,0.002506731,0.0003112286,0.0001012678,2.588836e-7,0.0005084166,0.0005457005,0.856271],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1141294,"threshold_uncertainty_score":0.9998835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01231204522094216,"score_gpt":0.1776570782849995,"score_spread":0.1653450330640574,"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."}}