{"id":"W3161418244","doi":"10.18357/anthropologica6312021184","title":"Introduction: Bureaucratic Routes to Migration: Migrants' Lived Experience of Paperwork, Clerks, and Other Immigration Intermediaries","year":2021,"lang":"en","type":"article","venue":"Anthropologica","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Bureaucracy; Immigration; Intermediary; Agency (philosophy); Subjectivity; Sociology; Political economy; Political science; Business; Law; Politics; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002345646,0.0001498689,0.0002436001,0.00007075025,0.0008374396,0.0001261073,0.0001344955,0.0001464091,0.002345099],"category_scores_gemma":[0.0006671731,0.0001248018,0.00006288054,0.0004450508,0.001290338,0.0003593653,0.00003689598,0.00009643274,0.00002236289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003302556,"about_ca_system_score_gemma":0.0001032505,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002121431,"about_ca_topic_score_gemma":0.03969761,"domain_scores_codex":[0.9984493,0.0002831811,0.0003829336,0.0003791576,0.0002791049,0.0002263361],"domain_scores_gemma":[0.9991499,0.0001214042,0.0001434944,0.0002301739,0.0002527496,0.000102281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001394604,0.0003904691,0.05280844,0.00004171353,0.00007984335,0.000009099739,0.6465389,0.0000160076,0.04502114,0.1977862,0.03877787,0.01839088],"study_design_scores_gemma":[0.0003217773,0.0004964233,0.01299142,0.0001011984,0.00005376076,0.0000143798,0.4346188,0.0001418813,0.05705441,0.003561157,0.4901648,0.0004799353],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9628659,0.001529724,0.005279413,0.02659013,0.0009117561,0.000336095,0.0000100441,0.00008834156,0.002388531],"genre_scores_gemma":[0.9925776,0.001842714,0.001762166,0.0007172071,0.0008831556,0.00004916879,0.00002624743,0.000008503245,0.002133296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.451387,"threshold_uncertainty_score":0.9985669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02813773081168612,"score_gpt":0.3344202655645145,"score_spread":0.3062825347528284,"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."}}