{"id":"W4416072609","doi":"10.2139/ssrn.5729731","title":"From Asia, With Skills","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Migration, Ethnicity, and Economy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Download; Productivity; Diaspora; Quarter (Canadian coin); The Internet; Developing country; Latin Americans; China; Public policy","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":[0.0007211129,0.0005603146,0.0003575846,0.001073936,0.004934838,0.005259365,0.0006208674,0.0009620393,0.0676676],"category_scores_gemma":[0.002056401,0.0001661207,0.0003155058,0.001360353,0.001888628,0.004151453,0.005316228,0.002708086,0.01769784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001194384,"about_ca_system_score_gemma":0.004649517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01041717,"about_ca_topic_score_gemma":0.02476568,"domain_scores_codex":[0.9994168,0.00008392552,0.00003076018,0.00009628048,0.0000868319,0.0002854051],"domain_scores_gemma":[0.9990403,0.00005595082,0.00008328701,0.00009662679,0.0001850016,0.0005388633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001915842,0.0004340489,0.04800874,0.0005955409,0.00007206227,0.002471869,0.06881968,0.000239198,0.002464733,0.282691,0.2607698,0.3332417],"study_design_scores_gemma":[0.00002238058,0.0001409753,0.02246049,0.0003868915,0.00002730014,0.000783337,0.02714718,0.00008798525,0.0003993118,0.02278421,0.925737,0.00002295883],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08708031,0.003133651,0.0008195782,0.02324079,0.001957705,0.00005646467,0.0005955017,0.0001070763,0.883009],"genre_scores_gemma":[0.408273,0.003352814,0.001148221,0.01315093,0.0008603475,0.0001064456,0.0005578354,0.00009278931,0.5724577],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0676676,"threshold_uncertainty_score":0.2263707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004989145838092067,"score_gpt":0.2622860803185556,"score_spread":0.2572969344804635,"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."}}