{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00227357,0.0008061155,0.0007444613,0.006121774,0.005177855,0.00690356,0.00190356,0.002657946,0.1726064],"category_scores_gemma":[0.01104817,0.0005485464,0.0004528996,0.005964424,0.001170172,0.00336465,0.002459508,0.004567234,0.09853066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005014703,"about_ca_system_score_gemma":0.009176735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03756854,"about_ca_topic_score_gemma":0.04929347,"domain_scores_codex":[0.9985918,0.0001454631,0.0001128615,0.0001848556,0.0007772336,0.0001877244],"domain_scores_gemma":[0.989903,0.001039986,0.0004550371,0.0005890012,0.006829942,0.001183146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001212709,0.00001217666,0.0001350014,0.000160225,0.000001492385,0.00004615048,0.0001238866,0.00003066575,0.00008610984,0.004169996,0.9808054,0.0144167],"study_design_scores_gemma":[0.000001264382,0.000004570383,0.0003801181,0.0001447549,0.000001081798,0.00002195837,0.00007159967,0.00001051425,0.00002466714,0.0004399702,0.9988965,0.000003062569],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001641806,0.03429557,0.002146227,0.09497495,0.3467998,0.000912151,0.009647771,0.001093933,0.5084878],"genre_scores_gemma":[0.008523896,0.01950443,0.001169015,0.0265718,0.07069501,0.0006289891,0.006806016,0.0008414023,0.8652595],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1726064,"threshold_uncertainty_score":0.577426,"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."}}