{"id":"W6889089995","doi":"10.25392/leicester.data.27880083","title":"The Many Faces of Court-Connected Non-Adjudicative ADR in Civil and Commercial Cases: A Comparative Study Across England and Wales, Ontario, Italy, and Turkey","year":2024,"lang":"en","type":"dissertation","venue":"University of Leicester","topic":"Dispute Resolution and Class Actions","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic Justice; Alternative dispute resolution; Dispute resolution; Civil society; Dispute mechanism; Power (physics); Inequality; Law reform","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":[0.00400554,0.0002036705,0.0005932463,0.002827501,0.007807791,0.004660896,0.001569611,0.001156173,0.003888941],"category_scores_gemma":[0.009739,0.0004927684,0.0003061289,0.005891457,0.008290152,0.002322427,0.003537225,0.001269333,0.000404082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0409726,"about_ca_system_score_gemma":0.022765,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7664071,"about_ca_topic_score_gemma":0.9381158,"domain_scores_codex":[0.9941344,0.00161805,0.0003300071,0.0004842111,0.001327531,0.002105792],"domain_scores_gemma":[0.9917694,0.002996157,0.001649731,0.0004660742,0.001972763,0.001145794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002680185,0.0001680564,0.149258,0.0007311839,0.0000666176,0.008804861,0.7746964,0.0002027685,0.001247812,0.026256,0.004804944,0.0334953],"study_design_scores_gemma":[0.00001241882,0.00005970227,0.3026675,0.0002693789,0.00002777793,0.0009746835,0.6599604,0.00009315891,0.0001323194,0.0003454091,0.03542138,0.00003587731],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777765,0.001599871,0.00009834735,0.0008104226,0.00001908311,0.00005255557,0.00006658037,0.000001751052,0.01957491],"genre_scores_gemma":[0.994466,0.001090585,0.00007811519,0.0002892464,0.000009459031,0.00003109205,0.000072271,0.000005530094,0.003957682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2335929,"threshold_uncertainty_score":0.4699372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02052410433576954,"score_gpt":0.2582805927837209,"score_spread":0.2377564884479514,"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."}}