{"id":"W6884668063","doi":"10.11575/prism/42920","title":"Equity, Diversity, Inclusion, Accessibility, Decolonization and Indigenization in Academic and Research Integrity: Policy, Procedure, and Praxis","year":2023,"lang":"en","type":"other","venue":"Open MIND","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Praxis; Indigenization; Misconduct; Cheating; Equity (law); Decolonization; Higher education; Discipline","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","open_science","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.007799163,0.0001912173,0.0003228225,0.0008694958,0.001696774,0.0003966412,0.0009624932,0.002595672,0.0004353258],"category_scores_gemma":[0.004765552,0.0001925494,0.00001288636,0.00133826,0.0008146489,0.0006029497,0.02004758,0.002828327,0.00002940765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002813148,"about_ca_system_score_gemma":0.001126482,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07092264,"about_ca_topic_score_gemma":0.2069916,"domain_scores_codex":[0.9969808,0.0007389472,0.0002863795,0.0006939376,0.0008153543,0.0004846225],"domain_scores_gemma":[0.9988489,0.00048008,0.0001926962,0.0001441309,0.0001288532,0.0002053276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006710465,0.00007606955,0.5212347,0.0002186977,0.00004541314,0.00002406856,0.1852506,3.239484e-7,0.00002134617,0.006408117,0.03473598,0.2519176],"study_design_scores_gemma":[0.002539814,0.0002853743,0.1385984,0.003999201,0.0001371399,0.0000247424,0.03343055,0.0002288956,0.0001363383,0.1534518,0.6652815,0.001886282],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3054389,0.002038013,0.00004623224,0.01558053,0.0003316501,0.005042819,0.00021492,0.00006134151,0.6712456],"genre_scores_gemma":[0.8067247,0.02197241,0.000638973,0.0002458567,0.0007690494,0.00004509124,0.00008890255,0.0002360542,0.1692789],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6305455,"threshold_uncertainty_score":0.9996029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1575275233229181,"score_gpt":0.4919991421891786,"score_spread":0.3344716188662604,"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."}}