{"id":"W4400482818","doi":"10.55016/ojs/cpai.v4i1.72913","title":"Building Collaborative Networks to Support Academic Integrity","year":2021,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Academic integrity; Research integrity; Computer science; Data integrity; Engineering ethics; Computer security; Engineering; Library 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":[0.04414037,0.0009505516,0.0006581264,0.004040076,0.03463426,0.02122804,0.006156828,0.006644407,0.03307327],"category_scores_gemma":[0.1134532,0.001010267,0.0009965255,0.003198036,0.01226641,0.02740405,0.0427222,0.007117896,0.01182128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01760275,"about_ca_system_score_gemma":0.06584487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04787843,"about_ca_topic_score_gemma":0.06762788,"domain_scores_codex":[0.9464414,0.03377009,0.001302329,0.00360038,0.009318124,0.0055677],"domain_scores_gemma":[0.8340256,0.04696966,0.01088001,0.01879808,0.0337698,0.05555693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001696928,0.0005297961,0.01021557,0.0006668948,0.0001357422,0.001521444,0.1784778,0.003309136,0.001815844,0.3087707,0.2507793,0.2436082],"study_design_scores_gemma":[0.0000826144,0.0001385895,0.001883127,0.000773594,0.00004435017,0.0002835454,0.05863035,0.002978113,0.0006196024,0.1022579,0.8321927,0.000115596],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05448047,0.003096244,0.1769061,0.2016732,0.003928448,0.001725808,0.0003066255,0.002623919,0.5552592],"genre_scores_gemma":[0.7475401,0.002987493,0.124396,0.01098287,0.001251015,0.001715282,0.0005285589,0.0008027129,0.1097961],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04787843,"threshold_uncertainty_score":0.2334394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03229161025195651,"score_gpt":0.3498144151766333,"score_spread":0.3175228049246768,"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."}}