{"id":"W4391885199","doi":"10.32920/25233550.v1","title":"Skills Recognition for Immigrant Workforce Integration: Employer Centered Practices in Canada","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Toronto Public Health","funders":"","keywords":"Workforce; Immigration; Public relations; Work (physics); Business; Political science; Engineering","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":[0.007282735,0.0002583855,0.0002859216,0.00142088,0.02053092,0.005582321,0.002504175,0.001501782,0.005414113],"category_scores_gemma":[0.01076976,0.0003340861,0.0003387234,0.002484119,0.003021725,0.001511163,0.00735498,0.002635311,0.0003465692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07683446,"about_ca_system_score_gemma":0.3360099,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.97834,"about_ca_topic_score_gemma":0.9912402,"domain_scores_codex":[0.9946515,0.001077374,0.0001754671,0.0004030082,0.00163998,0.002052643],"domain_scores_gemma":[0.9853987,0.001342948,0.0006828934,0.0002709046,0.003808416,0.008496222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000111501,0.0008322882,0.2071689,0.0007476181,0.00004860422,0.002641946,0.277885,0.0005315521,0.002771081,0.01980271,0.05133012,0.4361286],"study_design_scores_gemma":[0.00003756526,0.0002409231,0.2463441,0.001673841,0.00004293281,0.0006215607,0.5014838,0.001106858,0.001039329,0.001790266,0.2454312,0.0001876475],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8227755,0.007720876,0.002070724,0.09544908,0.0007861643,0.0005214997,0.0002423069,0.0001126907,0.07032111],"genre_scores_gemma":[0.9655029,0.004464842,0.00357755,0.009611798,0.00004389387,0.00009401949,0.0001247122,0.00003911518,0.01654132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07683446,"threshold_uncertainty_score":0.5574757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05870533889888513,"score_gpt":0.3505990094149784,"score_spread":0.2918936705160933,"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."}}