{"id":"W4409873242","doi":"10.3138/jsp-2024-1113","title":"Autonomy, Integrity, and Academic Integrity Support","year":2025,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"","keywords":"Academic integrity; Autonomy; Data integrity; Territorial integrity; Structural integrity; Scientific integrity; Personal Integrity; Research integrity; Business; Computer science; Political science; Computer security; Engineering ethics; Psychology; Engineering; Public relations; Social psychology; Law; Library science; Politics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003343512,0.0001788435,0.0002149144,0.001168545,0.004443483,0.00728309,0.0008658403,0.00170049,0.00429144],"category_scores_gemma":[0.01652187,0.0001258811,0.0002213721,0.0008583888,0.01792981,0.004558125,0.007951039,0.002619996,0.0004436131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002384,"about_ca_system_score_gemma":0.004360225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001643966,"about_ca_topic_score_gemma":0.00176428,"domain_scores_codex":[0.9942455,0.003281476,0.0002473708,0.0003052117,0.001205183,0.000715357],"domain_scores_gemma":[0.9813323,0.005759787,0.00450218,0.001316966,0.001614604,0.005474258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001062508,0.0003893148,0.04673371,0.0001163768,0.00003349751,0.0007552392,0.1048133,0.0004401467,0.000851831,0.7751009,0.004149714,0.06650969],"study_design_scores_gemma":[0.0001021905,0.0005172541,0.06230856,0.0003987447,0.00004493019,0.001402714,0.1041604,0.001584052,0.001643065,0.7075203,0.1202355,0.00008223235],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6160026,0.001418739,0.004256471,0.03962293,0.0001566909,0.00004966287,0.00003437013,0.00003713551,0.3384215],"genre_scores_gemma":[0.9970958,0.0001687767,0.0002748879,0.000218969,0.00003058723,0.000007529434,0.000005072799,0.000002426534,0.002196014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9982995,"threshold_uncertainty_score":0.01768237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05512154170556225,"score_gpt":0.3527725967982754,"score_spread":0.2976510550927131,"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."}}