{"id":"W4412638469","doi":"10.1080/20403313.2025.2535809","title":"Elucidating Law","year":2025,"lang":"en","type":"article","venue":"Jurisprudence","topic":"Conflict of Laws and Jurisdiction","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Law; Political science; Law and economics; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004349918,0.00005019947,0.00007043605,0.00003824498,0.0006339647,0.00009854374,0.0001970539,0.00005969087,0.0001937089],"category_scores_gemma":[0.00009970812,0.00005227826,0.00003751604,0.0002836748,0.0001658371,0.0001907715,0.00004077712,0.00008777753,0.00007470045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005500685,"about_ca_system_score_gemma":0.0001093893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004630619,"about_ca_topic_score_gemma":0.003088553,"domain_scores_codex":[0.9992824,0.00005670487,0.0001174148,0.0001465321,0.0002033323,0.0001935953],"domain_scores_gemma":[0.9996279,0.00009325935,0.00003429865,0.000136839,0.00006075621,0.0000469666],"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":[0.00000303627,0.00001479104,0.001453697,0.000004778673,0.000004608283,0.000001818641,0.00202064,0.000001517775,0.0003704256,0.9736507,0.002289189,0.0201848],"study_design_scores_gemma":[0.00007285542,0.000007262609,0.00329646,0.0000386948,0.000006534347,1.370209e-7,0.0005720465,0.00002366751,0.0009113842,0.006614427,0.9883902,0.00006631321],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02500125,0.0001994674,0.002766676,0.005765744,0.0006462683,0.0001204949,9.40165e-7,0.0001620774,0.9653371],"genre_scores_gemma":[0.9856964,0.00007514834,0.0003304116,0.001156465,0.0001787175,0.000009667328,5.851283e-7,0.000002794538,0.0125498],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.986101,"threshold_uncertainty_score":0.7000142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0109755715182492,"score_gpt":0.3673418134553991,"score_spread":0.3563662419371499,"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."}}