{"id":"W3196901532","doi":"10.53386/nilq.v72iad2.197","title":"Formulating the legislative structure of a hate crime","year":2021,"lang":"en","type":"article","venue":"Northern Ireland Legal Quarterly","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Legislation; Legislature; Statutory law; Irish; Context (archaeology); Political science; Law; Hate crime; Jurisprudence; Criminology; Public administration; Sociology; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0001059877,0.0001337711,0.000199999,0.00003350144,0.0001764612,0.00003509579,0.0001258328,0.0001096499,0.0008253537],"category_scores_gemma":[0.00001575351,0.00009310848,0.00009357747,0.0001746036,0.0000504567,0.0001119157,0.000005938275,0.0003052981,0.00006513094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001534782,"about_ca_system_score_gemma":0.0001213012,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003024147,"about_ca_topic_score_gemma":0.0304462,"domain_scores_codex":[0.9987645,0.0001776773,0.0003559979,0.0002370222,0.000178549,0.0002862729],"domain_scores_gemma":[0.9990976,0.0001333344,0.0001742975,0.0003674829,0.0001565295,0.00007074392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003812111,0.0002496723,0.1654488,0.0001185109,0.0004288606,0.0001205017,0.5677031,0.00004247833,0.002037972,0.06889883,0.001412718,0.1931573],"study_design_scores_gemma":[0.003441802,0.001371893,0.9075897,0.00008582334,0.0001360079,0.0002565588,0.02099731,0.0003515752,0.0005692287,0.007540863,0.0571547,0.0005045184],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9672007,0.0005798903,0.0004012171,0.0004906755,0.0004395259,0.0001870546,0.00005713488,0.00002965508,0.03061415],"genre_scores_gemma":[0.9966772,0.000001063468,0.00009707148,0.0002469025,0.0002296094,0.000008555864,0.00003797833,0.00001813702,0.002683544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7421409,"threshold_uncertainty_score":0.9872456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01355619978039132,"score_gpt":0.2900038972331819,"score_spread":0.2764476974527906,"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."}}