{"id":"W2031526679","doi":"10.1111/j.1467-8322.2010.00710.x","title":"Ethical dilemmas? UK immigration, Legal Aid funding reform and caseworkers (Respond to this article at http://www.therai.org.uk/at/debate)","year":2010,"lang":"en","type":"article","venue":"Anthropology Today","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Development Research Centre","funders":"","keywords":"Immigration; Obligation; Adversarial system; Sympathy; Conversation; Context (archaeology); Law; Sociology; Political science; Social psychology; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001275335,0.0002162611,0.0002618979,0.0001342414,0.002257269,0.0001052813,0.0002083489,0.0007253257,0.01115547],"category_scores_gemma":[0.0005603545,0.0001766905,0.00007575936,0.0003157027,0.001586686,0.00029806,0.00009792947,0.0006646796,0.0006410733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000412131,"about_ca_system_score_gemma":0.0001840287,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03024019,"about_ca_topic_score_gemma":0.5218239,"domain_scores_codex":[0.9978665,0.0003105986,0.0003978932,0.0004762583,0.0003642367,0.0005845641],"domain_scores_gemma":[0.9988593,0.0002307977,0.0001327609,0.0003037784,0.0001843255,0.00028906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005162071,0.0001186487,0.06072234,0.0000123505,0.00008429384,0.00005099095,0.13045,0.000002653765,0.1479799,0.595626,0.06060984,0.003826733],"study_design_scores_gemma":[0.0006660222,0.0005225208,0.01033653,0.00002609748,0.0000500469,0.00006365717,0.02064424,0.0002846786,0.03155886,0.001768003,0.9335207,0.0005586572],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9519851,0.0001136272,0.0001716009,0.03184499,0.001305214,0.0002862061,0.00001409376,0.00008848467,0.01419071],"genre_scores_gemma":[0.9774382,0.0001882219,0.0002931105,0.002495284,0.0005810842,0.00003338244,0.00003120616,0.00001997059,0.01891954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8729109,"threshold_uncertainty_score":0.9990417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01740489108400022,"score_gpt":0.3333271812782205,"score_spread":0.3159222901942203,"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."}}