{"id":"W2138580192","doi":"10.1177/0002764209356237","title":"A Long View of America’s Immigration Policy and the Supply of Foreign-Born STEM Workers in the United States","year":2010,"lang":"en","type":"article","venue":"American Behavioral Scientist","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Workforce; Legislation; Quarter (Canadian coin); Foreign born; Immigration policy; Political science; Immigration reform; Demographic economics; Economic growth; Labour economics; Economics; Law; Geography","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":[0.002509294,0.0001727033,0.0002103501,0.001198098,0.00453218,0.006446792,0.0005727734,0.003465119,0.005467449],"category_scores_gemma":[0.005094419,0.0002144491,0.0002264216,0.001435974,0.00423952,0.004675916,0.001628989,0.004755841,0.0006018924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003823007,"about_ca_system_score_gemma":0.003983781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02866723,"about_ca_topic_score_gemma":0.05431472,"domain_scores_codex":[0.9986382,0.0005188983,0.00005908355,0.0001699243,0.0003622107,0.0002516115],"domain_scores_gemma":[0.9967048,0.001281611,0.0005733134,0.0001051036,0.0006797038,0.0006554954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000154329,0.000143696,0.03717995,0.0001733502,0.00003520463,0.0003214311,0.008765808,0.000677797,0.000490591,0.6158727,0.2537217,0.08246344],"study_design_scores_gemma":[0.00002920285,0.0001556533,0.07403571,0.002013077,0.00004698393,0.0003255946,0.02587109,0.001328386,0.0004928973,0.1128687,0.7827151,0.0001175504],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06922926,0.01647925,0.0007898486,0.8464854,0.002322349,0.000003284365,0.0002304675,0.00001722561,0.06444282],"genre_scores_gemma":[0.7402884,0.02679731,0.0008949381,0.1998298,0.005837405,0.00002258613,0.0002916346,0.00003907531,0.02599876],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02866723,"threshold_uncertainty_score":0.05700076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01397344521458018,"score_gpt":0.3249758692362344,"score_spread":0.3110024240216543,"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."}}