{"id":"W4413417432","doi":"10.29173/mlj1421","title":"Preface and Issue Overview","year":2025,"lang":"en","type":"article","venue":"Manitoba Law Journal","topic":"Legal case studies and regulations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.002830567,0.0009439102,0.0007808115,0.006191749,0.004059316,0.006368209,0.001816044,0.002964118,0.2168624],"category_scores_gemma":[0.01465699,0.0005188262,0.0005052979,0.006132725,0.0009117742,0.003622233,0.002789617,0.005015217,0.1382305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003542924,"about_ca_system_score_gemma":0.007191776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01873317,"about_ca_topic_score_gemma":0.0216629,"domain_scores_codex":[0.99837,0.0001662767,0.0001447463,0.0001973864,0.0009374654,0.0001841307],"domain_scores_gemma":[0.987445,0.0013989,0.0005454777,0.0005661937,0.008610993,0.001433442],"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":[0.000009786642,0.00001068251,0.00006449268,0.0001385847,7.417174e-7,0.00002609839,0.00006329476,0.00001792312,0.00006346745,0.001805535,0.9870747,0.01072468],"study_design_scores_gemma":[0.000001607404,0.000006570276,0.0002959338,0.0001846832,8.849332e-7,0.0000172581,0.00005940096,0.000007329414,0.00002068903,0.0003647699,0.9990383,0.000002531154],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001129975,0.02045656,0.002239478,0.09468905,0.4164084,0.001539324,0.01477806,0.001051898,0.4477072],"genre_scores_gemma":[0.00504644,0.01857163,0.001458855,0.03148923,0.09396297,0.001214062,0.01311786,0.0008639264,0.8342751],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.2168624,"threshold_uncertainty_score":0.7254771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02444027206864179,"score_gpt":0.329908950215049,"score_spread":0.3054686781464072,"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."}}