{"id":"W4402035806","doi":"10.1093/indlaw/dwae028","title":"Interpreting Discrimination Law Creatively: Statutory Discrimination Law in the UK, Canada and Australia","year":2024,"lang":"en","type":"article","venue":"Industrial Law Journal","topic":"Discrimination and Equality Law","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Statutory law; Law; Political science; Statutory interpretation","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002928231,0.0001541546,0.0001680834,0.00007177729,0.001146016,0.001294587,0.0002856599,0.000158301,0.000240934],"category_scores_gemma":[0.0002835304,0.0001164284,0.0000598614,0.0002479908,0.000565532,0.0008986573,0.0000380952,0.0007996764,0.000004717253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005929289,"about_ca_system_score_gemma":0.0004246471,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.920029,"about_ca_topic_score_gemma":0.9912654,"domain_scores_codex":[0.997122,0.001007806,0.0004575457,0.0002192961,0.0008170161,0.0003762826],"domain_scores_gemma":[0.9990293,0.0004902105,0.0001292797,0.00009250313,0.0001025955,0.0001560653],"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":[0.00002219521,0.00002453239,0.0003211501,0.00001082894,0.00001564641,0.00005375212,0.0235156,0.000004762598,0.00001348153,0.9692282,0.003051807,0.003738023],"study_design_scores_gemma":[0.001459909,0.0002088128,0.004008969,0.001180945,0.000192839,0.00006847004,0.1016308,0.00008415039,0.0003245608,0.1061639,0.7839441,0.0007324655],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3477149,0.0001517877,0.000176749,0.02535362,0.004411222,0.0006029268,0.00009384545,0.00006563995,0.6214293],"genre_scores_gemma":[0.9973567,0.00001821508,0.00002264508,0.0007877623,0.0008687914,0.00001079723,0.00001536126,0.00001118316,0.0009086068],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8630643,"threshold_uncertainty_score":0.9997422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1166171592816013,"score_gpt":0.369578057973732,"score_spread":0.2529608986921307,"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."}}