{"id":"W4414229107","doi":"10.32920/29853320.v1","title":"Untangling Deportation Law from National Security: The Pandemic Calls for a Softer Touch","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Deportation; Terrorism; Immigration; Adjudication; Immigration law; Refugee; National security; Prison","routes":{"ca_aff":false,"ca_fund":false,"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":[0.0307252,0.001060358,0.001883253,0.002294748,0.01204963,0.02456824,0.005613741,0.03577977,0.03217767],"category_scores_gemma":[0.05942788,0.0009690749,0.002073835,0.001688846,0.05703561,0.0766183,0.01890254,0.07082772,0.005368913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01598155,"about_ca_system_score_gemma":0.04158347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04163703,"about_ca_topic_score_gemma":0.04844145,"domain_scores_codex":[0.9791125,0.00669853,0.001103031,0.002570369,0.006670754,0.003844873],"domain_scores_gemma":[0.9258769,0.04580013,0.002884609,0.005707225,0.009404141,0.01032693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005924347,0.0001308532,0.001368769,0.0004174614,0.00003055779,0.0004760544,0.006692352,0.0002168988,0.000399767,0.3991526,0.5008814,0.09017397],"study_design_scores_gemma":[0.00003009838,0.00006917991,0.001363033,0.00224276,0.00001546195,0.0003626549,0.01288204,0.0002212275,0.0001828672,0.1479541,0.8345726,0.0001039892],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0009946247,0.01064162,0.001032471,0.9696317,0.004810069,0.00001414701,0.00006008259,0.00004922958,0.01276591],"genre_scores_gemma":[0.05065819,0.01897511,0.003291465,0.9002337,0.01226803,0.000110898,0.0002029776,0.0002400467,0.01401963],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04163703,"threshold_uncertainty_score":0.1624923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04251646243568602,"score_gpt":0.373792614499003,"score_spread":0.331276152063317,"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."}}