{"id":"W4396585005","doi":"10.4324/9781003490234-3","title":"Complex Pathways of Indian Highly Skilled Migrants and International Students to Canada","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; University of Ottawa","keywords":"Geography; Economic geography; Political science; History; Genealogy","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0005237095,0.0002625505,0.0002098979,0.001430313,0.01351775,0.007109453,0.001005021,0.0006127493,0.00524888],"category_scores_gemma":[0.001334258,0.0001981585,0.0002161117,0.002865195,0.004888167,0.001555973,0.00510759,0.001445601,0.0003705344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02959085,"about_ca_system_score_gemma":0.05066557,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9402826,"about_ca_topic_score_gemma":0.9746484,"domain_scores_codex":[0.9992274,0.0001065298,0.00001269714,0.00005877056,0.00009292032,0.0005016327],"domain_scores_gemma":[0.9991463,0.00007869772,0.00008607348,0.00002071018,0.000140915,0.0005272418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001461374,0.0001236844,0.1151048,0.0001466636,0.000014817,0.002129322,0.7869564,0.0002777836,0.0006442253,0.03572423,0.008135007,0.05059686],"study_design_scores_gemma":[0.000004484231,0.00002444583,0.06684667,0.0001399234,0.000009297208,0.0002560268,0.8899835,0.0001229287,0.0001267697,0.001912634,0.04054172,0.00003152502],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9378309,0.001002029,0.0001920479,0.003355143,0.0000500804,0.00005061403,0.0002661952,0.00002130716,0.05723155],"genre_scores_gemma":[0.9800055,0.00152222,0.000311193,0.0003503117,0.000007754887,0.000024462,0.0001579929,0.00001899224,0.01760169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05971742,"threshold_uncertainty_score":0.2146976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02314233115153826,"score_gpt":0.292235634272944,"score_spread":0.2690933031214058,"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."}}