{"id":"W2235758890","doi":"","title":"Academic Success Challenges Faced by International Graduate Students: Final Report","year":2013,"lang":"en","type":"article","venue":"York University Digital Library (York University)","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University","keywords":"Engineering ethics; Medical education; Mathematics education; Political science; Engineering; Psychology; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001092639,0.0002544479,0.0002385773,0.0004101338,0.0006633466,0.0004947237,0.002372295,0.0002534804,0.000921544],"category_scores_gemma":[0.00004238577,0.0003098943,0.0001981728,0.0005270214,0.0003633844,0.006095223,0.0007350419,0.0004010441,0.000480415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003080314,"about_ca_system_score_gemma":0.0001618166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008506232,"about_ca_topic_score_gemma":0.000100643,"domain_scores_codex":[0.997607,0.0001283277,0.0002068695,0.0005556293,0.001027569,0.0004746186],"domain_scores_gemma":[0.9989401,0.0001508261,0.0002430812,0.0002031998,0.0001392779,0.0003235415],"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":[0.0009773624,0.001644071,0.2383758,0.00006550009,0.001700089,0.003087545,0.05695552,0.00004480804,0.00006833935,0.2138807,0.4601718,0.02302848],"study_design_scores_gemma":[0.000884695,0.00004869234,0.005860558,0.00004604228,0.00002722048,0.000006115167,0.1192595,0.0000053374,0.00002495043,0.0007186859,0.8727059,0.0004122824],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6076781,0.0002184996,0.00004025764,0.008899038,0.0005734052,0.0003287327,0.0001979962,0.0003905505,0.3816734],"genre_scores_gemma":[0.804612,0.00292209,0.00004076675,0.00007898969,0.0002402826,2.640283e-7,0.0003107503,0.00001816157,0.1917767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4125341,"threshold_uncertainty_score":0.9999918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05455213971985463,"score_gpt":0.2639324497776455,"score_spread":0.2093803100577909,"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."}}