{"id":"W4293832648","doi":"10.1093/oso/9780198859284.003.0003","title":"Models for Enforcing Age Discrimination Law","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Discrimination and Equality Law","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Redress; Enforcement; Statutory law; Framing (construction); Law and economics; Political science; Dignity; Law; Sociology; Engineering","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":[0.005078714,0.0005311713,0.0004641172,0.001562976,0.002741023,0.007463648,0.002806014,0.004745254,0.01861017],"category_scores_gemma":[0.007027564,0.0003883807,0.001070475,0.001107858,0.0114982,0.00630411,0.003415388,0.004051886,0.002305846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005900426,"about_ca_system_score_gemma":0.004146915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006930383,"about_ca_topic_score_gemma":0.005462522,"domain_scores_codex":[0.9964854,0.001522036,0.0001137779,0.0004245133,0.001116268,0.0003380537],"domain_scores_gemma":[0.9957567,0.001958824,0.0003604505,0.0009122103,0.0007006854,0.0003109913],"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":[6.731037e-7,0.000003878841,0.00002633477,0.000002473469,4.495496e-7,0.000009224383,0.00009717414,0.0005458029,0.000006064748,0.9983212,0.0004568821,0.0005297608],"study_design_scores_gemma":[0.000005599986,0.000005267392,0.00004729409,0.00003063663,0.000002269951,0.00002962299,0.0001742427,0.006580082,0.000026966,0.9768698,0.01622336,0.000004860557],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01553334,0.001344272,0.1408087,0.01812505,0.0002694516,0.0001129937,0.000153809,0.0001805507,0.8234718],"genre_scores_gemma":[0.8114343,0.0021288,0.04231987,0.003244052,0.0003474618,0.0004665404,0.0002123112,0.0001717498,0.139675],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01861017,"threshold_uncertainty_score":0.06225723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1516936419764986,"score_gpt":0.3588139528597364,"score_spread":0.2071203108832378,"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."}}