{"id":"W1819513196","doi":"","title":"Higher education preparation and decision making trends among international students","year":2015,"lang":"en","type":"article","venue":"College and university","topic":"Central Asia Education and Culture","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Higher education; Political science; Study abroad; Doors; Economic growth; Medical education; Public relations; Psychology; Pedagogy; Medicine; Engineering","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":[0.001424109,0.0001662647,0.0001808247,0.001515795,0.001452478,0.003314371,0.0005358666,0.0004902526,0.005550225],"category_scores_gemma":[0.007745306,0.0001614266,0.0003433696,0.001861201,0.0006351843,0.00182575,0.001667096,0.002069218,0.0008299628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001046799,"about_ca_system_score_gemma":0.001379852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01370824,"about_ca_topic_score_gemma":0.01912396,"domain_scores_codex":[0.9987563,0.000302368,0.000095602,0.0001716286,0.0003225906,0.0003515457],"domain_scores_gemma":[0.9936031,0.001112187,0.002067284,0.0001613971,0.0008135148,0.002242573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006616949,0.0003249602,0.9523231,0.00003954124,0.00002344381,0.0001285356,0.0114665,0.00006436835,0.0001312314,0.0004348373,0.002460863,0.03253629],"study_design_scores_gemma":[0.000006854926,0.0001261195,0.9075204,0.0001124732,0.00001453696,0.0001554598,0.07702935,0.0003789614,0.0002217152,0.0003831659,0.01402023,0.00003068988],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906234,0.0005256358,0.0001028252,0.001617373,0.00004205437,0.00001648847,0.0001839775,0.000006206541,0.006882022],"genre_scores_gemma":[0.9972399,0.0004534949,0.0000774326,0.0003103122,0.00002973549,0.00001044349,0.0001894221,0.000004852033,0.00168429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01370824,"threshold_uncertainty_score":0.02725691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02127174269033506,"score_gpt":0.3346628596727736,"score_spread":0.3133911169824385,"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."}}