{"id":"W3125327145","doi":"10.32920/22341316.v1","title":"Experimenting with Credibility in Refugee Adjudication: Gaydar","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Judicial and Constitutional Studies","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; York University","keywords":"Refugee; Credibility; Persecution; Adjudication; Plaintiff; Immigration; Refugee law; Political science; Law; Politics","routes":{"ca_aff":false,"ca_fund":true,"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":[0.04131917,0.0004028178,0.0006789197,0.0004551327,0.004643768,0.005758292,0.001887971,0.003564041,0.009862863],"category_scores_gemma":[0.2132293,0.0006496889,0.0004742802,0.0005868096,0.009393526,0.005560214,0.003261609,0.0057033,0.0009484827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003219949,"about_ca_system_score_gemma":0.003879157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006273935,"about_ca_topic_score_gemma":0.009082367,"domain_scores_codex":[0.9687647,0.02444803,0.0008998805,0.002083612,0.003048172,0.0007557135],"domain_scores_gemma":[0.6570405,0.3053882,0.01416761,0.01514645,0.005558114,0.002699059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.028064,0.03292255,0.09489848,0.001680888,0.0004914645,0.002838927,0.2334188,0.01656994,0.05909817,0.3699109,0.01208859,0.1480173],"study_design_scores_gemma":[0.02426671,0.04352997,0.08977329,0.001660071,0.001016338,0.001509771,0.1081189,0.151184,0.07725159,0.399868,0.1006021,0.001219087],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706946,0.00007376742,0.003700108,0.002396326,0.0001021881,0.0003791169,0.00005751097,0.00002936541,0.02256706],"genre_scores_gemma":[0.9925678,0.0000460687,0.004444091,0.0006034145,0.00004023897,0.0002795926,0.00002820628,0.00001719991,0.001973505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04131917,"threshold_uncertainty_score":0.2185192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1041770414687877,"score_gpt":0.375316830905323,"score_spread":0.2711397894365353,"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."}}