{"id":"W6982198726","doi":"","title":"Higher Education Student Migration: Socio-spatial Structures and Processes in Canada and Abroad","year":2024,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Economic, financial, and policy analysis","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prestige; Attractiveness; Higher education; Attraction; Field (mathematics); Social network analysis; Mobilities; Social mobility; International education","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":[0.001223043,0.0003170475,0.0005562577,0.00333985,0.008644333,0.004115765,0.001579101,0.0006155414,0.003212977],"category_scores_gemma":[0.00405209,0.0002973001,0.0006361488,0.009859478,0.002873811,0.001243564,0.005254403,0.001128162,0.0002859933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05596476,"about_ca_system_score_gemma":0.07657672,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9953455,"about_ca_topic_score_gemma":0.9971966,"domain_scores_codex":[0.9987491,0.0001473302,0.00004277758,0.0001490278,0.0002686263,0.0006431555],"domain_scores_gemma":[0.997111,0.0003295721,0.0003883012,0.0001146717,0.001207309,0.0008491153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001525641,0.0001080111,0.8741875,0.0001106536,0.00005724996,0.0003248353,0.07475346,0.0007279283,0.000380108,0.005875614,0.005263851,0.03805823],"study_design_scores_gemma":[0.000005092848,0.00002175977,0.8573669,0.00009305838,0.00001544801,0.00004127689,0.1361106,0.001065066,0.00006401936,0.0003583914,0.004820088,0.00003847517],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928986,0.0003552289,0.000179295,0.001020224,0.00001142513,0.00005543382,0.001091182,0.00001318433,0.00437541],"genre_scores_gemma":[0.9954175,0.0005335694,0.0002909711,0.0001127121,0.000004403793,0.00002985064,0.0008091879,0.00001137355,0.002790472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05596476,"threshold_uncertainty_score":0.4060547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05240444069189984,"score_gpt":0.2894526624136746,"score_spread":0.2370482217217747,"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."}}