{"id":"W4235493415","doi":"10.32920/ryerson.14651679","title":"Globalizing Campuses: The Effectiveness of Post-Secondary International Student Recruitment","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Globe; Globalization; Internationalization; Transparency (behavior); Public relations; Best practice; Higher education; Order (exchange); Political science; Institution; International education; Business; Medical education; Psychology; Medicine","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":[0.06335288,0.0005143527,0.0007230014,0.001446867,0.005278284,0.007868093,0.00228428,0.001599505,0.007099712],"category_scores_gemma":[0.1683968,0.0003371292,0.0006527699,0.002017901,0.002932005,0.003303402,0.008440845,0.001464893,0.001922603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003486446,"about_ca_system_score_gemma":0.006890212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01007477,"about_ca_topic_score_gemma":0.02211888,"domain_scores_codex":[0.9274582,0.05487834,0.002438011,0.00188387,0.01002388,0.003317776],"domain_scores_gemma":[0.811526,0.1354977,0.01102842,0.01149365,0.01489681,0.01555738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0010015,0.001495104,0.1942306,0.001539291,0.000181858,0.0004601264,0.1514172,0.0004901695,0.001049694,0.001647121,0.009942261,0.6365451],"study_design_scores_gemma":[0.0002361548,0.00846555,0.5254425,0.001637732,0.0003566472,0.0005485113,0.3769785,0.00209296,0.00264307,0.0016009,0.07977445,0.0002229562],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.913774,0.001653672,0.001883145,0.005303827,0.0005121021,0.001536272,0.00009355183,0.0002560905,0.0749874],"genre_scores_gemma":[0.9886825,0.0008500485,0.002297189,0.001100756,0.0001120211,0.0003897279,0.00009246926,0.00005912335,0.006416255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06335288,"threshold_uncertainty_score":0.335046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04186155566494355,"score_gpt":0.3933427693145144,"score_spread":0.3514812136495709,"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."}}