{"id":"W7143261343","doi":"","title":"Supporting Academic Integrity: Approaches and Resources for Higher Education","year":2010,"lang":"en","type":"other","venue":"NECTAR - Northampton Electronic Collection of Thesis and Research (University of Northampton)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Higher Education Academy; Oxford Brookes University","keywords":"Academic integrity; Academic dishonesty; Higher education; Honesty; Learning development; Institution; Academic community","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":[0.01716001,0.001100877,0.0009415474,0.003502054,0.00840551,0.028366,0.00522205,0.01122095,0.06972589],"category_scores_gemma":[0.02995249,0.001062549,0.0008769008,0.004268818,0.008847133,0.03451086,0.02322629,0.01052961,0.0489211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007665932,"about_ca_system_score_gemma":0.02962856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003411516,"about_ca_topic_score_gemma":0.01037013,"domain_scores_codex":[0.9844859,0.009385973,0.0008885266,0.0005099684,0.00343902,0.001290685],"domain_scores_gemma":[0.9678929,0.01319748,0.001982047,0.00391245,0.004445141,0.008570019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001528467,0.0001404013,0.0001980905,0.0006872077,0.000006571235,0.0002549667,0.0114473,0.0002593073,0.0002030632,0.1164287,0.6413657,0.2289933],"study_design_scores_gemma":[0.000005194462,0.0000117163,0.0001028976,0.0008540119,0.00000158936,0.000140481,0.005279991,0.00005891834,0.000047474,0.02736411,0.9661212,0.0000125412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002349372,0.02369406,0.0683549,0.3069892,0.004588772,0.001044031,0.0004795543,0.0035946,0.5889056],"genre_scores_gemma":[0.05607249,0.05314549,0.2947595,0.06874087,0.003128486,0.00396811,0.001396592,0.002466962,0.5163215],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9887791,"threshold_uncertainty_score":0.2332564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05401505541253289,"score_gpt":0.3187576385423646,"score_spread":0.2647425831298317,"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."}}