{"id":"W2619099737","doi":"10.5430/ijhe.v6n3p99","title":"Speaking in Tongues: Can International Graduate Students Read International Graduate Admissions Materials?","year":2017,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Global Educational Reforms and Inequalities","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test of English as a Foreign Language; Reading comprehension; Reading (process); Graduate students; Psychology; Comprehension; Medical education; Mathematics education; Post graduate; Pedagogy; Medicine; Computer science; English language; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001365437,0.0001997117,0.0002507243,0.0005373341,0.0003869083,0.001322454,0.002887802,0.0001083645,0.002658936],"category_scores_gemma":[0.001725876,0.0001802682,0.0001432688,0.00009381749,0.0001758784,0.001824238,0.0002209282,0.0003112389,0.00004182772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001240984,"about_ca_system_score_gemma":0.001559554,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01123647,"about_ca_topic_score_gemma":0.001290813,"domain_scores_codex":[0.9960096,0.00014135,0.0009249212,0.0002541484,0.002374519,0.0002954853],"domain_scores_gemma":[0.995718,0.0000893701,0.001388306,0.0002573073,0.002273334,0.0002736626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000978787,0.005235036,0.3848644,0.00003683833,0.00151071,0.0002035735,0.06719182,0.0001138316,0.002483195,0.3412922,0.07219311,0.1238966],"study_design_scores_gemma":[0.0008326548,0.00004115754,0.6826953,0.0004494723,0.00002422041,0.00003434136,0.00911534,0.000003065546,0.0003126022,0.01731191,0.2889165,0.0002634319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8555276,0.00007689698,0.000008736225,0.06023642,0.04698604,0.0001509608,0.00005736127,0.00001726792,0.03693877],"genre_scores_gemma":[0.9822855,0.0005918529,0.0004878246,0.0009326398,0.005665839,0.00001924692,0.00008447404,0.000020004,0.009912622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3239803,"threshold_uncertainty_score":0.9997143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.114100881823429,"score_gpt":0.478095673194008,"score_spread":0.3639947913705791,"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."}}