{"id":"W7114899531","doi":"10.2139/ssrn.5886342","title":"Universal Digital Law Codex (UDLC)","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Law, AI, and Intellectual Property","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lloydminster Hospital","funders":"","keywords":"","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":[0.002046991,0.0004258888,0.0006578311,0.004901844,0.002998667,0.007020835,0.00100875,0.004480536,0.1244631],"category_scores_gemma":[0.01636372,0.0004670579,0.0003751027,0.004477198,0.002232568,0.003006282,0.002399801,0.0036723,0.06314108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004110019,"about_ca_system_score_gemma":0.00650692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01251202,"about_ca_topic_score_gemma":0.01028703,"domain_scores_codex":[0.9971629,0.000587978,0.0003034984,0.000363504,0.001237292,0.0003447741],"domain_scores_gemma":[0.9911295,0.00268069,0.0009333428,0.001769275,0.002887038,0.0006001115],"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":[0.00005520525,0.0000567724,0.001103944,0.0002695959,0.00000772527,0.0001394442,0.000307269,0.0002694697,0.0005316645,0.4549431,0.4410532,0.1012625],"study_design_scores_gemma":[0.00001955022,0.00002666066,0.001885788,0.0003449144,0.000009525324,0.0001815941,0.0001067023,0.0008903674,0.001253636,0.03789965,0.9573517,0.00002973122],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00646645,0.002055737,0.01260913,0.008995028,0.002569386,0.0003161503,0.0154151,0.007531943,0.9440411],"genre_scores_gemma":[0.1257308,0.00284436,0.01852695,0.01474158,0.001668322,0.001575585,0.01303673,0.002203181,0.8196724],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1244631,"threshold_uncertainty_score":0.4163707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01291141303006591,"score_gpt":0.225124998918418,"score_spread":0.2122135858883521,"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."}}