{"id":"W4320002596","doi":"10.2139/ssrn.4336547","title":"For Justice, Not Profit: Public Funding of Collective Redress","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Dispute Resolution and Class Actions","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Redress; Economic Justice; Business; Political science; Law and economics; Public administration; Economics; 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":[],"consensus_categories":[],"category_scores_codex":[0.001297066,0.0001119602,0.0001650328,0.0005342509,0.0005558888,0.00019561,0.0002213089,0.00005681838,0.00005914328],"category_scores_gemma":[0.0003057438,0.0001041953,0.0001471059,0.001167263,0.00003655986,0.0006945306,0.00005956585,0.0004742112,0.00008176023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004309106,"about_ca_system_score_gemma":0.0008799513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002251452,"about_ca_topic_score_gemma":0.0002260757,"domain_scores_codex":[0.9978365,0.00001071247,0.0002654497,0.0001556387,0.0002418547,0.001489895],"domain_scores_gemma":[0.9992024,0.0000630681,0.0002851094,0.0001000195,0.0003313416,0.0000180319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007123341,0.0000409875,0.0008152987,0.00008312371,0.0001341033,8.011714e-7,0.00002111029,0.00005240422,0.0005811572,0.983745,0.00957729,0.004877476],"study_design_scores_gemma":[0.004747333,0.0002421593,0.01037516,0.000141915,0.000794542,0.0000902211,0.0273164,0.02416201,0.0002746767,0.4774173,0.4536225,0.000815734],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5341909,0.001119802,0.08805487,0.04163057,0.006105768,0.002687094,0.00005269346,0.001045491,0.3251128],"genre_scores_gemma":[0.9901828,0.0002559417,0.00002669215,0.0002110018,0.001070896,0.00003891826,0.0000157941,0.00002727772,0.008170722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5063277,"threshold_uncertainty_score":0.4275504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.051927086643404,"score_gpt":0.2870752719649257,"score_spread":0.2351481853215217,"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."}}