{"id":"W4400482647","doi":"10.55016/ojs/cpai.v4i2.74188","title":"A New Framework for Enhancing (Academic) Integrity","year":2021,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Holland College","funders":"","keywords":"Academic integrity; Research integrity; Computer science; Process management; Business; Engineering ethics; 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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02770302,0.001563139,0.0008903061,0.007168077,0.03009995,0.0262458,0.00504886,0.008839536,0.006837101],"category_scores_gemma":[0.01782541,0.0005969856,0.001262084,0.005266627,0.1343885,0.01406679,0.01276593,0.01163516,0.001287056],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1627916,"about_ca_system_score_gemma":0.2421249,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8150575,"about_ca_topic_score_gemma":0.8144747,"domain_scores_codex":[0.9687164,0.01438022,0.0009157248,0.002244876,0.008932632,0.004810026],"domain_scores_gemma":[0.9727095,0.005618754,0.001123813,0.001816109,0.01234716,0.006384677],"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":[0.000002599052,0.000006608584,0.0002253617,0.00004512858,0.000002961052,0.00004751719,0.00546163,0.0001735961,0.00004337313,0.9862728,0.004387924,0.003330507],"study_design_scores_gemma":[0.00001732695,0.00001935248,0.001283082,0.0008018798,0.00002492735,0.0002031187,0.01633945,0.0008685297,0.0002038206,0.624651,0.3555154,0.00007213726],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006413945,0.0065124,0.05395341,0.1875851,0.001072218,0.0003586163,0.0001941754,0.0002000104,0.7437101],"genre_scores_gemma":[0.8228447,0.009932037,0.07240128,0.01976978,0.0006232746,0.000561124,0.0002118695,0.0002489341,0.07340696],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9911605,"threshold_uncertainty_score":0.9710431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04372738015871748,"score_gpt":0.3553249030111322,"score_spread":0.3115975228524147,"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."}}