{"id":"W4400482709","doi":"10.55016/ojs/cpai.v2i1.68526","title":"U Have Integrity","year":2019,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001463288,0.0001618705,0.0001772819,0.0002669779,0.0005530192,0.00008223598,0.0005038283,0.0004297278,0.008631616],"category_scores_gemma":[0.001040781,0.0001625731,0.0000953327,0.0002817322,0.0002392441,0.00033798,0.0000211738,0.004086512,0.002545188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002948972,"about_ca_system_score_gemma":0.002307788,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4523554,"about_ca_topic_score_gemma":0.2482044,"domain_scores_codex":[0.9979632,0.0004047191,0.0001921063,0.000457325,0.0003808672,0.0006017365],"domain_scores_gemma":[0.9984785,0.0002260181,0.00007771097,0.0002953208,0.0002159879,0.0007065187],"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":[0.00001548591,0.00004311147,0.02872904,0.000005131127,0.00002939374,0.000004240016,0.09648,0.000003292461,0.00002328735,0.8163916,0.05563056,0.002644875],"study_design_scores_gemma":[0.000132122,0.00003691187,0.01728739,0.00002983944,0.000007084396,9.41854e-7,0.2597811,0.0000132515,0.00002222723,0.003177064,0.7193014,0.0002106942],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.365678,0.0002653773,0.00001655427,0.03991226,0.001271803,0.0004325087,0.0000340655,0.00008100884,0.5923084],"genre_scores_gemma":[0.9679691,0.0004267337,0.0001181022,0.002687347,0.000537793,0.00002153187,0.000005931891,0.00001591473,0.0282175],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8132145,"threshold_uncertainty_score":0.9982315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05971710237440853,"score_gpt":0.3729787458803702,"score_spread":0.3132616435059617,"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."}}