{"id":"W4371784803","doi":"10.25300/misq/2022/16202","title":"Are Foreign and Domestic Information Technology Professionals Complements or Substitutes?","year":2022,"lang":"en","type":"article","venue":"MIS Quarterly","topic":"Migration, Ethnicity, and Economy","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Complementarity (molecular biology); Globalization; Profitability index; Business; Context (archaeology); Profit (economics); Marketing; Labour economics; Economics; Market economy; Finance; Microeconomics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001734346,0.00036367,0.001058023,0.002556356,0.002150987,0.004185762,0.0006659161,0.001133563,0.01274189],"category_scores_gemma":[0.007135698,0.0003912961,0.0004676259,0.002935322,0.002026488,0.002926861,0.002157975,0.0006291122,0.001056009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001554446,"about_ca_system_score_gemma":0.001499099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01862543,"about_ca_topic_score_gemma":0.02636207,"domain_scores_codex":[0.9982622,0.0005798276,0.00005198619,0.0003261801,0.0002891083,0.0004907413],"domain_scores_gemma":[0.9953506,0.001917832,0.001273044,0.0003411296,0.0003970504,0.0007203147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001019466,0.000383063,0.8410704,0.0002804811,0.0002728513,0.001190819,0.01153215,0.001612367,0.001757267,0.05381319,0.004235398,0.08283246],"study_design_scores_gemma":[0.00021929,0.0006826457,0.7184982,0.0008080769,0.0007583582,0.001700097,0.1603047,0.009215546,0.002131949,0.05095283,0.05457127,0.0001569847],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978947,0.0005099017,0.0005136224,0.0008764116,0.00002299595,0.00001520056,0.000185274,0.00000611871,0.01892344],"genre_scores_gemma":[0.9965282,0.0002891875,0.0002403859,0.0002326913,0.00001631987,0.00001347645,0.0001475444,0.000003742039,0.00252847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01862543,"threshold_uncertainty_score":0.0426259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03032259327501805,"score_gpt":0.3224083082225584,"score_spread":0.2920857149475403,"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."}}