{"id":"W1970295519","doi":"10.1177/0950017012474710","title":"Skill as a relational construct: hiring practices from the standpoint of Chinese immigrant engineers in Canada","year":2013,"lang":"en","type":"article","venue":"Work Employment and Society","topic":"Migration, Ethnicity, and Economy","field":"Social Sciences","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Immigration; Sociology; Ideology; Phenomenon; Value (mathematics); Human capital; Ethnography; Psychological nativism; Labour economics; Political economy; Political science; Economics; Law; Economic growth; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001351764,0.0002432646,0.0002387702,0.001143544,0.01536691,0.003405511,0.0008700279,0.0005287487,0.002262063],"category_scores_gemma":[0.002457621,0.0001721489,0.0001400145,0.001775892,0.00551801,0.0008983446,0.002542297,0.0008972547,0.0001410834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02269345,"about_ca_system_score_gemma":0.03389745,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9474303,"about_ca_topic_score_gemma":0.9829932,"domain_scores_codex":[0.9991549,0.0001532529,0.00002691595,0.00008708768,0.0001680195,0.0004097464],"domain_scores_gemma":[0.9988719,0.0002932638,0.0001428528,0.00003686627,0.0003030162,0.0003520261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003552714,0.00004081652,0.07736742,0.00003774004,0.000005779536,0.0005932127,0.9068316,0.00007403714,0.001182126,0.002595964,0.000572461,0.0106634],"study_design_scores_gemma":[0.000001604475,0.00001759396,0.04541402,0.00002954716,0.000005174954,0.00006458531,0.9509748,0.0001465405,0.0001548649,0.0001458988,0.003032932,0.00001228681],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965422,0.00007325307,0.00005380408,0.0003097451,0.000003427755,0.000005126978,0.00001340301,0.000001697153,0.002997365],"genre_scores_gemma":[0.9984054,0.0001195281,0.00005805529,0.00006046043,0.000001202391,0.000002592841,0.00001208576,0.000001852971,0.00133882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05256975,"threshold_uncertainty_score":0.1646532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01261563423564414,"score_gpt":0.247280346148455,"score_spread":0.2346647119128109,"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."}}