{"id":"W7116940198","doi":"10.2139/ssrn.5778244","title":"Laws of Governance","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Business Law and Ethics","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute on Governance","funders":"","keywords":"Corporate governance; Government (linguistics); Construct (python library); Core (optical fiber); Focus (optics); Information governance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003145357,0.0004940788,0.0006376003,0.001254136,0.00472398,0.008174028,0.0007087715,0.007149342,0.01708588],"category_scores_gemma":[0.00868085,0.0005027443,0.0004559522,0.001130898,0.01472971,0.005869633,0.002323268,0.006702616,0.004198602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003577561,"about_ca_system_score_gemma":0.003859277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008897547,"about_ca_topic_score_gemma":0.006395041,"domain_scores_codex":[0.997161,0.0009387505,0.0001304249,0.0005716084,0.0008083834,0.0003898099],"domain_scores_gemma":[0.9976479,0.001053191,0.0001714828,0.0005747196,0.000418251,0.000134437],"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":[8.412396e-7,0.000002080064,0.00001978981,0.0000023657,5.835415e-7,0.000003480741,0.0001369677,0.00001324719,0.000007934686,0.9945188,0.004573181,0.0007207293],"study_design_scores_gemma":[0.000004712256,0.000002694068,0.00009890857,0.00002585248,0.000002068957,0.00001467153,0.00009993943,0.00007481978,0.00003954809,0.9027606,0.09687303,0.000003298361],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004275875,0.003277691,0.008154618,0.03757786,0.001032966,0.00006588625,0.0002142503,0.00006438928,0.9453364],"genre_scores_gemma":[0.4504561,0.002852732,0.004665695,0.0186486,0.00249236,0.0005577654,0.0002674446,0.0001547377,0.5199046],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01708588,"threshold_uncertainty_score":0.05715793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01230016330174747,"score_gpt":0.2385175883538334,"score_spread":0.226217425052086,"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."}}