{"id":"W6994484028","doi":"","title":"9781912250134.pdf","year":2013,"lang":"en","type":"other","venue":"OAPEN (The OAPEN Foundation)","topic":"Discrimination and Equality Law","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Oxford; Foreign and Commonwealth Office; Department of Home Affairs; ACT Government; Queen's University; London School of Economics and Political Science; McGill University; Princeton University; University of Minnesota; University of Cambridge; United Nations Development Programme; Yale University","keywords":"Commonwealth; Sexual orientation; Human rights; Transgender; Gender identity; Colonialism; Identity (music)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008080071,0.0002807098,0.0003008409,0.0001534407,0.0007793455,0.0008021836,0.001018143,0.0002774573,0.9649924],"category_scores_gemma":[0.000200151,0.0002254978,0.0001538744,0.0003416855,0.0006080518,0.0003605145,0.0001201553,0.0002552288,0.9832381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001518141,"about_ca_system_score_gemma":0.0002765746,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01387344,"about_ca_topic_score_gemma":0.00856278,"domain_scores_codex":[0.9974926,0.0004733123,0.000332351,0.0004068678,0.000835865,0.000459077],"domain_scores_gemma":[0.998586,0.0001646185,0.0003787137,0.0005828394,0.0001142034,0.000173632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001664982,0.00003363394,0.0000349698,0.00001253986,0.00004343851,7.508783e-7,0.001084786,2.00996e-7,0.000001101926,0.259071,0.02994886,0.7097671],"study_design_scores_gemma":[0.0001729059,0.00001080733,0.0002712169,0.00005092016,0.00005410602,4.902214e-7,0.0008093688,0.000005786881,0.0000018987,0.005871656,0.9924321,0.0003187582],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001615584,0.000001269918,0.0002338579,0.006886292,0.001394061,0.0009317167,1.114576e-8,0.000288489,0.9902481],"genre_scores_gemma":[0.001758733,0.0001808296,0.0002194454,0.001441217,0.001241383,0.0001535881,0.0001980945,0.0002143615,0.9945924],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9624832,"threshold_uncertainty_score":0.9926932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0368744425730526,"score_gpt":0.3384477513587105,"score_spread":0.3015733087856579,"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."}}