{"id":"W4283741225","doi":"10.37417/rivitsproc/859","title":"Small Claims and the Pursuit of (Digital) Justice: A Tiered Online Dispute Resolution Perspective","year":2022,"lang":"en","type":"article","venue":"Revista Ítalo-española de Derecho procesal","topic":"Dispute Resolution and Class Actions","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Justice Programme; European Commission","keywords":"Economic Justice; Function (biology); Perspective (graphical); Dispute resolution; Law and economics; Political science; Online dispute resolution; Business; Alternative dispute resolution; Procedural justice; Public relations; Law; Sociology; Computer science; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0007364468,0.0002342491,0.000338286,0.000224236,0.0007208011,0.0007833479,0.0005201589,0.00006790442,0.0001300041],"category_scores_gemma":[0.0003830734,0.000194258,0.0001674223,0.0008552845,0.0002656346,0.0005998664,0.0005463688,0.0004311259,0.00002050103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002255324,"about_ca_system_score_gemma":0.0001349861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001985202,"about_ca_topic_score_gemma":0.00006572957,"domain_scores_codex":[0.9982595,0.00005732886,0.0004078855,0.0004052621,0.0004916548,0.0003783205],"domain_scores_gemma":[0.9988418,0.0001171654,0.0004026902,0.0003037095,0.0002990931,0.00003556671],"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":[0.0008563251,0.0006797931,0.001661148,0.0009795722,0.0001904862,0.00001689091,0.0005447749,0.0003239895,0.0002508368,0.9724727,0.01102653,0.01099697],"study_design_scores_gemma":[0.004542144,0.00009044343,0.007841826,0.0001419749,0.001014937,0.0001269083,0.01977989,0.05258816,0.00001203873,0.01894381,0.894217,0.0007009117],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7293111,0.01904107,0.0243212,0.05311505,0.001414793,0.005470162,0.0009298331,0.001298713,0.1650981],"genre_scores_gemma":[0.9961351,0.0001331726,0.0001996892,0.001281013,0.0004664877,0.0001209155,0.0001388937,0.00004441056,0.001480339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9535289,"threshold_uncertainty_score":0.7921612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02487259908983848,"score_gpt":0.2479910295327106,"score_spread":0.2231184304428721,"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."}}