{"id":"W7134641817","doi":"","title":"Navigating governance paradigms: A cross-regional comparative study of generative AI governance processes & principle","year":2024,"lang":"en","type":"other","venue":"Singapore Management University Institutional Knowledge (InK) (Singapore Management University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corporate governance; Process (computing); Pace; European union; Identification (biology); Globe; Trustworthiness; Generative grammar","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0006295969,0.002036802,0.001871202,0.001962018,0.001484027,0.0003828804,0.003173563,0.0005680308,0.0007305817],"category_scores_gemma":[0.00003589654,0.002511222,0.000639586,0.008055429,0.002491473,0.00148832,0.003699035,0.001774806,0.001768292],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004760106,"about_ca_system_score_gemma":0.0007186295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004614069,"about_ca_topic_score_gemma":0.003489198,"domain_scores_codex":[0.9912062,0.0005467345,0.001080161,0.00337685,0.002394997,0.00139508],"domain_scores_gemma":[0.9946019,0.0001094395,0.002322682,0.001628831,0.000893262,0.0004438816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009370611,0.00588174,0.001533626,0.007523671,0.009183438,0.00744792,0.005341662,0.005400856,0.000007679429,0.7273316,0.2277262,0.00168452],"study_design_scores_gemma":[0.006139812,0.0004008397,0.001853467,0.007697257,0.002849282,0.00002155002,0.01231741,0.0006152003,0.00002212145,0.000336377,0.9654308,0.00231587],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009164121,0.002072099,0.00151703,0.0002059215,0.001340471,0.005271778,0.002437683,0.001495066,0.9764958],"genre_scores_gemma":[0.2240722,0.001080049,0.002507952,0.00007357585,0.000419082,0.00001298372,0.0008558168,0.0006415137,0.7703369],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7377046,"threshold_uncertainty_score":0.9998159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03358344078869534,"score_gpt":0.3043506343678947,"score_spread":0.2707671935791994,"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."}}