{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002833582,0.00004517005,0.00007691099,0.00002230117,0.002137407,0.0001743372,0.00007425172,0.00003341697,0.000143504],"category_scores_gemma":[0.00002997054,0.00003561499,0.00003423811,0.0001132036,0.0001830454,0.0001276935,0.00004493355,0.0001137195,0.00001430748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005236253,"about_ca_system_score_gemma":0.00004147898,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01332679,"about_ca_topic_score_gemma":0.2125339,"domain_scores_codex":[0.9994845,0.00007247586,0.00009854323,0.00006554047,0.0001355584,0.0001433918],"domain_scores_gemma":[0.9997581,0.00003791686,0.00003225246,0.00004713425,0.00006567018,0.00005896664],"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":[0.000004996266,0.00002328546,0.001893592,0.00001925674,0.00005144747,0.00001653805,0.002550645,0.000005012376,0.000008156081,0.909654,0.03030308,0.05547],"study_design_scores_gemma":[0.0001137098,0.000008953113,0.00438518,0.0000349803,0.00001936723,0.000007464807,0.01541113,0.00000349017,0.000005639963,0.01094611,0.9690203,0.00004364332],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06111416,0.01517496,0.000124188,0.03707293,0.001775239,0.000189699,0.000003095822,0.00004438935,0.8845013],"genre_scores_gemma":[0.990768,0.002897246,0.0002427229,0.001107796,0.0008703065,0.000002255452,2.458413e-7,0.000003721585,0.004107688],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9387172,"threshold_uncertainty_score":0.9991617,"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."}}