{"id":"W4413803166","doi":"10.29173/mlj1487","title":"Preface and Issue Overview","year":2025,"lang":"en","type":"article","venue":"Manitoba Law Journal","topic":"Corporate Law and Human Rights","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dimension (graph theory); Commercial law; Political science; Business; Law and economics; Management; Engineering; Law; Sociology; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001933197,0.0001244323,0.000153421,0.0001017796,0.0006597101,0.0009196844,0.0001726623,0.00004078203,0.0005684537],"category_scores_gemma":[0.000004207003,0.00009825294,0.0000486407,0.0001293299,0.00005753206,0.0007344098,0.0001367554,0.0001882386,0.0002606159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002145225,"about_ca_system_score_gemma":0.00001062602,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001635904,"about_ca_topic_score_gemma":0.02824583,"domain_scores_codex":[0.9993306,0.000007976733,0.0001995609,0.000140475,0.0001345493,0.0001868421],"domain_scores_gemma":[0.9996342,0.00001327844,0.000115685,0.0001224349,0.0001005832,0.00001378748],"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":[0.00001609762,0.00003316765,0.002313358,0.0001532751,0.00003087073,0.00004410306,0.00001053736,0.000002613697,0.00003349648,0.9568674,0.0213796,0.01911547],"study_design_scores_gemma":[0.0003372274,0.000004407001,0.006213792,0.0001033356,0.00004923419,0.00001629415,0.0002091348,0.00006068186,0.00001792282,0.253512,0.7393666,0.0001093942],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6936878,0.002753637,0.0001574405,0.003707498,0.001753612,0.0002195746,9.810783e-7,0.0001167922,0.2976027],"genre_scores_gemma":[0.9894977,0.0001154315,0.00009178811,0.005929248,0.002539307,0.000002945349,0.000002765392,0.00001471773,0.001806117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.717987,"threshold_uncertainty_score":0.9894862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0219854355849152,"score_gpt":0.2325126413232002,"score_spread":0.210527205738285,"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."}}