{"id":"W7104409111","doi":"10.55016/ojs/cpai.v7i2.77686","title":"Addressing Equity in Academic Integrity","year":2024,"lang":"","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fleming College","funders":"","keywords":"Academic integrity; Equity (law); Higher education; Academic community; Ideology; Attribution","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":[0.01873094,0.0004335141,0.0008716666,0.006522679,0.006170582,0.01251004,0.002322104,0.003512183,0.007436939],"category_scores_gemma":[0.04754337,0.0002737913,0.0007711969,0.008356126,0.01310115,0.01010247,0.007504747,0.003250042,0.0006566957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02303848,"about_ca_system_score_gemma":0.08723947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1570493,"about_ca_topic_score_gemma":0.207298,"domain_scores_codex":[0.9812509,0.007242566,0.001236574,0.0007719886,0.007636149,0.001861841],"domain_scores_gemma":[0.9547797,0.02544083,0.003394144,0.001648822,0.01265426,0.002082198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002699112,0.00005319169,0.004359121,0.01316548,0.0001194998,0.0003606829,0.01900636,0.0005281451,0.0003282437,0.3515039,0.04453997,0.5660084],"study_design_scores_gemma":[0.00001248294,0.00004486367,0.007198184,0.02419424,0.000133654,0.0004313791,0.01896415,0.000172369,0.0005282133,0.06618521,0.882091,0.0000443002],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.009322055,0.7128041,0.004598378,0.1406279,0.002490951,0.0001014509,0.0001257612,0.00005765013,0.1298718],"genre_scores_gemma":[0.3209829,0.6399987,0.004598725,0.02141762,0.002197525,0.0001023306,0.0001541405,0.0000451476,0.010503],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9964878,"threshold_uncertainty_score":0.3122703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1412057125121647,"score_gpt":0.4302054293881819,"score_spread":0.2889997168760172,"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."}}