{"id":"W3099942884","doi":"10.11575/cpai.v3i1.69811","title":"Applying a Holistic Approach to Contract Cheating: A Canadian Response","year":2020,"lang":"en","type":"article","venue":"SOURCE Sheridan's Institutional Repository (Sheridan College)","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Cheating; Action plan; Action (physics); Perspective (graphical); Plan (archaeology); Academic integrity; Public relations; Political science; Business; Engineering ethics; Management; Computer science; Engineering; Psychology; Economics; Social psychology; Geography; Artificial intelligence","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.03224175,0.0007909446,0.0005514664,0.003736913,0.05674069,0.01498246,0.003798467,0.008142866,0.005682775],"category_scores_gemma":[0.03509811,0.0006679011,0.0007556741,0.004947941,0.0320849,0.005783105,0.0188112,0.01310081,0.0004368567],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1921213,"about_ca_system_score_gemma":0.4634306,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9580156,"about_ca_topic_score_gemma":0.97877,"domain_scores_codex":[0.9594198,0.01263128,0.001019694,0.002604059,0.01538607,0.008938942],"domain_scores_gemma":[0.9681985,0.006989244,0.001058845,0.001703814,0.01477068,0.007278939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005647988,0.0001439251,0.008058605,0.0003889107,0.00004084097,0.001982106,0.3068838,0.00174188,0.001753465,0.4011002,0.1562257,0.1216242],"study_design_scores_gemma":[0.00003396406,0.00008047673,0.008404227,0.0005190742,0.00002684824,0.0004060795,0.2633896,0.001266412,0.0006736789,0.03326369,0.6917611,0.0001749732],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09349209,0.004229409,0.0164613,0.5262491,0.002136434,0.000889772,0.0002063013,0.0002274353,0.3561081],"genre_scores_gemma":[0.8575246,0.005479083,0.01937279,0.05309204,0.000200961,0.0003841311,0.0001473225,0.0001501975,0.06364893],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9918571,"threshold_uncertainty_score":0.9370248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03579609504885806,"score_gpt":0.2717247166329194,"score_spread":0.2359286215840614,"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."}}