{"id":"W4245854477","doi":"10.32920/ryerson.14664948","title":"Determining a refugee's identity by means of categorical principles : the role of evidence in the refugee determination process : a case study of the Immigration &amp; Refugee Board Documentation Centre","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Refugee; Documentation; Identity (music); Immigration; Political science; Adjudication; Law; Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02489923,0.0004187617,0.0007484411,0.003302281,0.04242988,0.01303756,0.002786192,0.005397761,0.002693737],"category_scores_gemma":[0.03859942,0.0007199565,0.0005073874,0.003820578,0.02071377,0.004497716,0.009805432,0.005997,0.000267426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03245211,"about_ca_system_score_gemma":0.04818593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4131351,"about_ca_topic_score_gemma":0.6597096,"domain_scores_codex":[0.9805596,0.01280145,0.0007024265,0.000673672,0.002343964,0.002918947],"domain_scores_gemma":[0.9590492,0.03331997,0.001855701,0.001085485,0.00261306,0.002076569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008116142,0.0002005742,0.01707169,0.0002643691,0.00001464244,0.01602956,0.9028519,0.0002990962,0.0006154234,0.04082998,0.001408381,0.02033325],"study_design_scores_gemma":[0.00001491463,0.00005189365,0.004904249,0.0004365508,0.0000178387,0.001146379,0.9652649,0.0002159268,0.000602497,0.00135165,0.02596158,0.00003157371],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9522417,0.001598133,0.002503355,0.01256995,0.00005312876,0.0003942859,0.00007844624,0.000008269545,0.03055283],"genre_scores_gemma":[0.9901182,0.0010828,0.002906811,0.0007584143,0.00001310361,0.0001085549,0.00002852584,0.0000122459,0.004971379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4131351,"threshold_uncertainty_score":0.8214608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06764826522773769,"score_gpt":0.382428608850003,"score_spread":0.3147803436222653,"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."}}