{"id":"W4400444216","doi":"10.5465/amproc.2024.16723symposium","title":"Let’s Talk About The Future Workforce: Immigrants","year":2024,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Immigration; Workforce; Demographic economics; Political science; Sociology; Economics; Law","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":[0.002383944,0.0004793729,0.0004970969,0.001166114,0.01034433,0.005945794,0.0008997845,0.00460293,0.004091502],"category_scores_gemma":[0.004023437,0.000205107,0.0005626823,0.001136151,0.007932829,0.009401028,0.003634992,0.007248297,0.0009170964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003611019,"about_ca_system_score_gemma":0.00704263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03129097,"about_ca_topic_score_gemma":0.04474787,"domain_scores_codex":[0.9985072,0.0008611926,0.00004549847,0.0001016644,0.0002289591,0.0002554401],"domain_scores_gemma":[0.9983991,0.000570418,0.0001311707,0.00005157326,0.0004122732,0.0004354959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000439258,0.000102088,0.007220726,0.001405,0.00002517126,0.001964967,0.4676364,0.00007803596,0.0004916592,0.08070782,0.351155,0.08916923],"study_design_scores_gemma":[0.000006303507,0.00008817218,0.00356651,0.00249714,0.00001303959,0.0007642206,0.3834474,0.00002721587,0.00007208686,0.006005964,0.6034847,0.0000271363],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03991047,0.1911502,0.0005821068,0.66559,0.03209123,0.00006694904,0.00007959294,0.00004074237,0.07048865],"genre_scores_gemma":[0.3143107,0.2784954,0.001093834,0.3337685,0.01318674,0.0002374343,0.0001286209,0.00006450986,0.05871418],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03129097,"threshold_uncertainty_score":0.06221771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01790645092816989,"score_gpt":0.3056548033315216,"score_spread":0.2877483524033517,"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."}}