{"id":"W3177830479","doi":"","title":"Stating it Simply: A Comparative Study of the Quantitative Readability of Apex Court Decisions from Canada, Australia, South Africa, the UK, and the USA","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Judicial and Constitutional Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Readability; Jurisdiction; Law; Order (exchange); Political science; Apex (geometry); High Court; Sociology; Business; Computer science; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002131321,0.0001375985,0.0001723698,0.003342287,0.001178771,0.001921313,0.0003160281,0.0002912145,0.001954753],"category_scores_gemma":[0.02762441,0.00009858122,0.0001350945,0.003641261,0.001623673,0.000932759,0.0009855879,0.0004987959,0.0002072302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003573165,"about_ca_system_score_gemma":0.002660466,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3686166,"about_ca_topic_score_gemma":0.6024053,"domain_scores_codex":[0.997979,0.0003983442,0.0001391489,0.0002459659,0.001034656,0.0002028293],"domain_scores_gemma":[0.9748695,0.01305732,0.003357246,0.0008016981,0.007074026,0.0008401243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003226574,0.0001222171,0.6506275,0.0002239062,0.000168,0.0008843517,0.2467499,0.0006716368,0.004612218,0.003616955,0.004185762,0.08781498],"study_design_scores_gemma":[0.000003115595,0.00002901655,0.9681046,0.00003092678,0.000009873807,0.00006322374,0.02670046,0.0002723142,0.000511186,0.0002054628,0.004051447,0.00001832155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947484,0.0001010628,0.0001438314,0.00012414,0.000004657045,0.00001051475,0.0002814758,0.000003759618,0.004582117],"genre_scores_gemma":[0.9983967,0.00007959986,0.0001541297,0.0000428139,0.000005170322,0.000006856772,0.0002855675,0.000005336502,0.001023952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6313834,"threshold_uncertainty_score":0.7329419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09269099111085734,"score_gpt":0.3529101016266257,"score_spread":0.2602191105157684,"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."}}