{"id":"W6922181098","doi":"10.11575/prism/47822","title":"Academic integrity through knowledge equity lens: A global South perspective","year":2023,"lang":"en","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Academic integrity; Equity (law); Perspective (graphical); Global South; Higher education; Presentation (obstetrics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01643518,0.0006778328,0.0007143023,0.003688368,0.01826325,0.02665146,0.001709549,0.008220996,0.009492969],"category_scores_gemma":[0.009153789,0.0003561434,0.0006575634,0.003216179,0.05743853,0.03060913,0.03115005,0.01317235,0.001330143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01507814,"about_ca_system_score_gemma":0.02503218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01229283,"about_ca_topic_score_gemma":0.01465307,"domain_scores_codex":[0.9880081,0.007377061,0.0003091003,0.0007307879,0.001750363,0.00182461],"domain_scores_gemma":[0.9879286,0.006250337,0.0007892133,0.0009103102,0.001405121,0.002716464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001430403,0.00002093303,0.0006983195,0.0001710557,0.000006588629,0.0003122802,0.07856019,0.0001294593,0.0001337001,0.8945624,0.009673659,0.01571715],"study_design_scores_gemma":[0.000006811486,0.00003176482,0.001006722,0.00124065,0.00001253094,0.0004920187,0.1655474,0.000211072,0.0003296749,0.4456711,0.3854254,0.00002481283],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02986521,0.01738753,0.009570246,0.4823319,0.002387383,0.00005062812,0.00006801093,0.00008395682,0.4582552],"genre_scores_gemma":[0.9009647,0.0153496,0.003595788,0.04638299,0.001206152,0.00008702949,0.00006816564,0.000147806,0.0321978],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.991779,"threshold_uncertainty_score":0.1094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.219718248844971,"score_gpt":0.466043577416462,"score_spread":0.246325328571491,"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."}}