{"id":"W4413544584","doi":"10.1002/emt.31445","title":"The surprising spots where international students might enroll in the future","year":2025,"lang":"en","type":"article","venue":"Enrollment Management Report","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Spots; Psychology; Political science; Medicine; Pathology","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":[0.001295735,0.0003336533,0.0002465801,0.0005126264,0.00481705,0.005413353,0.0006457197,0.002504374,0.03156347],"category_scores_gemma":[0.00590827,0.0002813138,0.0003470727,0.0006583852,0.001360684,0.005109806,0.00343522,0.004504765,0.007993426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001068583,"about_ca_system_score_gemma":0.002202743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006571312,"about_ca_topic_score_gemma":0.02320648,"domain_scores_codex":[0.9990698,0.0002108224,0.00003680822,0.0000971317,0.000201931,0.0003836462],"domain_scores_gemma":[0.9961534,0.0004869829,0.0004168286,0.0001422472,0.0004627273,0.002337709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001865577,0.0001874276,0.06546216,0.0001660722,0.00001868728,0.002070315,0.008473852,0.0002596185,0.001292487,0.02714839,0.8177478,0.07698669],"study_design_scores_gemma":[0.00003751397,0.000224008,0.1035732,0.0005320993,0.00002860228,0.002829302,0.1133487,0.000966968,0.001482494,0.0355423,0.7412483,0.0001865823],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.2530129,0.003726918,0.002855073,0.4836685,0.008668461,0.00007777207,0.002809625,0.0004590612,0.2447218],"genre_scores_gemma":[0.7973546,0.005514897,0.002489693,0.07271525,0.005764018,0.00009975109,0.002281713,0.0003588278,0.1134212],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03156347,"threshold_uncertainty_score":0.1055903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009452145032658316,"score_gpt":0.3454117516723325,"score_spread":0.3359596066396742,"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."}}