{"id":"W4210677565","doi":"10.32920/19077848.v1","title":"Canadian Immigration Experience: Case Study of Pakistani Skilled Immigrants and Their Job Experience","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Face (sociological concept); Political science; Immigration policy; Job market; Demographic economics; Economic growth; Labour economics; Sociology; Economics; Work (physics); Social science","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":[0.0006962027,0.0008667748,0.0006226971,0.001901244,0.03163752,0.003365378,0.001735029,0.002495185,0.005025273],"category_scores_gemma":[0.002053035,0.000625603,0.0005088923,0.003853102,0.004168375,0.0009715636,0.004296235,0.003089131,0.0005703828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02978591,"about_ca_system_score_gemma":0.03889871,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9451557,"about_ca_topic_score_gemma":0.9835656,"domain_scores_codex":[0.9989248,0.0001386635,0.00002689277,0.00007612024,0.0002410943,0.0005923077],"domain_scores_gemma":[0.998969,0.0001295268,0.00009177357,0.00002239732,0.0002287509,0.0005584999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001338834,0.0003127492,0.06087291,0.0003712612,0.00003101747,0.108423,0.7976776,0.0001591667,0.001351914,0.004260844,0.0102543,0.0161513],"study_design_scores_gemma":[0.000006221288,0.00007829053,0.03886509,0.0001844646,0.00001886735,0.01626673,0.9135529,0.00008529535,0.0001447016,0.0001760563,0.03056356,0.00005775646],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727597,0.001715237,0.0001331257,0.003070181,0.0001648507,0.0001397657,0.0003779601,0.000009968706,0.02162925],"genre_scores_gemma":[0.9799399,0.003750559,0.0003682258,0.001263368,0.00006051794,0.00005016429,0.0001679682,0.00001970923,0.01437958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05484432,"threshold_uncertainty_score":0.216113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01936223203752584,"score_gpt":0.3291861115685757,"score_spread":0.3098238795310499,"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."}}