{"id":"W4410487025","doi":"10.61091/jcmcc126-06","title":"Optimization of computational model of constitutional interpretation and its influence on judicial practice in China","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Education, Law, and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interpretation (philosophy); Constitutional interpretation; China; Constitutional review; Judicial interpretation; Political science; Computer science; Epistemology; Law and economics; Law; Philosophy; Sociology; Programming language; Constitution","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002195823,0.000109845,0.0003880017,0.0001947222,0.0002258611,0.00005260426,0.0001577886,0.000123376,0.000002362747],"category_scores_gemma":[0.003201069,0.0001136972,0.00006297308,0.0003517609,0.0003740476,0.0003395348,0.00005058571,0.0001917372,4.848899e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009396968,"about_ca_system_score_gemma":0.000794957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003783924,"about_ca_topic_score_gemma":0.000002230408,"domain_scores_codex":[0.9981603,0.0001947478,0.0008704557,0.000115409,0.0005323947,0.0001266838],"domain_scores_gemma":[0.9962473,0.001551121,0.0009966047,0.00005848936,0.001086388,0.00006009524],"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":[0.00008017839,0.0003699252,0.0002261993,0.00008849223,0.00003333127,3.819137e-7,0.01370807,0.1563864,0.00003189348,0.8288881,0.00002022252,0.0001667233],"study_design_scores_gemma":[0.002231926,0.0002184942,0.0003155081,0.0008064293,0.00007077288,0.000002894734,0.003656849,0.2952043,0.00009183262,0.6972445,0.00003632232,0.0001201452],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620574,0.0002111112,0.02916032,0.0005425116,0.003247674,0.0002752448,0.000003480625,0.00000816241,0.004494065],"genre_scores_gemma":[0.9901104,0.0001264482,0.009579103,0.00003288378,0.0001409996,9.912193e-7,0.000001214198,0.000004474534,0.000003481312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1388178,"threshold_uncertainty_score":0.4636438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01248797043931817,"score_gpt":0.3181958447060872,"score_spread":0.305707874266769,"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."}}