{"id":"W4413803032","doi":"10.29173/mlj1455","title":"Preface","year":2024,"lang":"en","type":"article","venue":"Manitoba Law Journal","topic":"Dispute Resolution and Class Actions","field":"Business, Management and Accounting","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":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001617342,0.00008508606,0.00006813015,0.0001120484,0.0004132395,0.001762925,0.0001340283,0.00003260544,0.001113995],"category_scores_gemma":[0.000009829902,0.00006979959,0.00009593493,0.0002088791,0.00003128355,0.001165489,0.00005161834,0.0002414218,0.003230554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004703656,"about_ca_system_score_gemma":0.00001196674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001052063,"about_ca_topic_score_gemma":0.006484932,"domain_scores_codex":[0.9993669,0.000004343386,0.0001435881,0.0001074405,0.0001909156,0.0001868011],"domain_scores_gemma":[0.9997954,0.00001056057,0.00003884782,0.00008081144,0.0000586139,0.00001570712],"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":[0.000004306195,0.00003276778,0.0001355277,0.00005024029,0.00003556523,0.00008426115,0.000006620058,0.00003297957,0.0001054551,0.875285,0.07954519,0.04468209],"study_design_scores_gemma":[0.0000894535,0.000003017425,0.0006154476,0.00004918288,0.00003325416,0.0001021218,0.000757721,0.001942527,0.000009113717,0.008509872,0.9877957,0.00009261791],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02813875,0.0007198168,0.002088648,0.004564409,0.003920473,0.00007801156,0.000001449155,0.000341153,0.9601473],"genre_scores_gemma":[0.9934263,0.0000256529,0.00006024055,0.001550879,0.004333094,0.000003223766,0.000002878145,0.0000190979,0.0005786888],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9652875,"threshold_uncertainty_score":0.9997991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01937012096274884,"score_gpt":0.2307766390546528,"score_spread":0.211406518091904,"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."}}