{"id":"W176592186","doi":"","title":"Immigrants in demand: Staying or leaving? Immigrants in demand: Staying or leaving?","year":2004,"lang":"en","type":"article","venue":"","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Demographic economics; Emigration; Longitudinal data; Work (physics); Labour economics; Business; Economics; Political science; Sociology; Demography","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":[0.0009093476,0.0001837429,0.0003738644,0.0008923873,0.003125001,0.002509418,0.0007997231,0.0008326216,0.003191159],"category_scores_gemma":[0.003596445,0.0001517154,0.0003119691,0.00222225,0.001928041,0.001222633,0.001216506,0.001136457,0.0003199897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006663055,"about_ca_system_score_gemma":0.009332708,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8293937,"about_ca_topic_score_gemma":0.9268094,"domain_scores_codex":[0.9992605,0.00007398544,0.00002699113,0.00004993479,0.000115416,0.0004731315],"domain_scores_gemma":[0.9980836,0.0001911316,0.0005370331,0.00004241316,0.0003372048,0.0008085497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001725864,0.00007017845,0.9507142,0.00007737222,0.00002771912,0.0005923253,0.02580274,0.00009864277,0.000121582,0.001296586,0.006040277,0.01498586],"study_design_scores_gemma":[0.00001056868,0.00003141015,0.7990202,0.0001888538,0.00004018423,0.0003592031,0.19277,0.0002045025,0.00009264606,0.0003875772,0.006861159,0.00003361632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866381,0.0009299714,0.00003839249,0.00459785,0.00004301715,0.00001642347,0.0006312122,0.000003409071,0.00710169],"genre_scores_gemma":[0.9970407,0.00078669,0.00003427915,0.0003890152,0.00003003888,0.000007373436,0.0003316098,0.000003381392,0.001376967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8293937,"threshold_uncertainty_score":0.3432221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02647995362157643,"score_gpt":0.3209221672173752,"score_spread":0.2944422135957988,"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."}}