{"id":"W4388469709","doi":"10.2139/ssrn.4597917","title":"JudicialTech supporting Justice","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Dispute Resolution and Class Actions","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Economic Justice; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001476737,0.0001088037,0.0001142666,0.0003395345,0.0006092315,0.0002407454,0.0002166104,0.00004886192,0.000189123],"category_scores_gemma":[0.0001782585,0.0001029839,0.0001070535,0.0009371802,0.00002381007,0.0006613772,0.00007170423,0.0008989518,0.002482701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002256343,"about_ca_system_score_gemma":0.0004072783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009772412,"about_ca_topic_score_gemma":0.0004594235,"domain_scores_codex":[0.9973677,0.000007941948,0.0002539328,0.00014621,0.0002660289,0.001958148],"domain_scores_gemma":[0.9995402,0.00002148044,0.0002084955,0.0001055713,0.0001078442,0.00001646961],"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":[0.000009864801,0.00002909263,0.0006231423,0.00001886954,0.0000445746,0.000008965159,0.00000924957,0.00008090843,0.000202643,0.9595652,0.01139547,0.02801204],"study_design_scores_gemma":[0.0005746,0.00002182697,0.002426237,0.00002388649,0.0002037933,0.0001173328,0.00607834,0.004803476,0.000009523881,0.3737209,0.6117377,0.0002824134],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3519774,0.0007962367,0.02213899,0.02821209,0.004861018,0.0004290404,0.000003029745,0.001908391,0.5896738],"genre_scores_gemma":[0.9907501,0.0005823807,0.00000989107,0.0008932725,0.00285956,0.000005463105,0.00001170329,0.0000268761,0.004860712],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6387727,"threshold_uncertainty_score":0.998294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01553103434655501,"score_gpt":0.2697904852370098,"score_spread":0.2542594508904548,"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."}}