{"id":"W4403880636","doi":"10.1111/padr.12683","title":"Beyond Stocks and Surges: The Demographic Impact of the Unauthorized Immigrant Population in the United States","year":2024,"lang":"en","type":"article","venue":"Population and Development Review","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Child Health and Human Development; National Institute on Aging; Pennsylvania State University","keywords":"Immigration; Census; Population; American Community Survey; Geography; Demographic economics; Demography; Political science; Economics; Sociology","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":[0.0007399106,0.0003573503,0.0002546427,0.002263432,0.0002686531,0.001075409,0.0003196659,0.0004013666,0.001115396],"category_scores_gemma":[0.002022649,0.0001161357,0.0003850394,0.002777464,0.0003633588,0.001211377,0.0006454056,0.0005878989,0.0001947643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006409346,"about_ca_system_score_gemma":0.001795407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0238997,"about_ca_topic_score_gemma":0.033059,"domain_scores_codex":[0.9997829,0.00008876,0.0000297614,0.00002771683,0.00005308671,0.00001789862],"domain_scores_gemma":[0.9994183,0.0002525962,0.0001554961,0.00001475831,0.0001269506,0.00003193899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00006514863,0.00006054039,0.06751583,0.01169828,0.000459628,0.000328447,0.002581798,0.001756962,0.0002857001,0.01546106,0.03532847,0.8644582],"study_design_scores_gemma":[0.00002397793,0.0004037376,0.3422776,0.03194301,0.001098815,0.0009398583,0.009394564,0.001832512,0.0007127519,0.01226916,0.5990172,0.00008692164],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02604765,0.9609592,0.0003106407,0.004696763,0.0005080322,0.00001774008,0.0005828414,0.000008634851,0.006868473],"genre_scores_gemma":[0.07066479,0.9268612,0.0002693771,0.0006390981,0.0004170101,0.00001644134,0.0003065017,0.000002455519,0.0008231389],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0238997,"threshold_uncertainty_score":0.04752117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02295253706860728,"score_gpt":0.3349473212262692,"score_spread":0.3119947841576619,"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."}}