{"id":"W6981535292","doi":"","title":"Enhancing Academic Preparedness of International Students Coming to X University for Post-Secondary Education","year":2023,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Data Analysis and Archiving","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preparedness; Higher education; Equity (law); International education; Diversity (politics); Formative assessment; Enforcement; Bridging (networking); Misconduct","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":[0.004295232,0.0002345901,0.0003067501,0.002147384,0.003602406,0.004097461,0.001030239,0.0003351964,0.006653647],"category_scores_gemma":[0.007841579,0.000186556,0.0004071847,0.002801983,0.00140502,0.0006599746,0.002235407,0.001028883,0.0009936071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006323308,"about_ca_system_score_gemma":0.01362498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.160943,"about_ca_topic_score_gemma":0.261963,"domain_scores_codex":[0.9977075,0.000519336,0.0001255086,0.0001476984,0.00069316,0.0008068358],"domain_scores_gemma":[0.9957417,0.0006558695,0.000830652,0.000316262,0.001549893,0.0009056578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000217563,0.001407762,0.7926098,0.00018935,0.0000222905,0.0004111616,0.08855206,0.0001501109,0.001512749,0.002514017,0.005543998,0.1068692],"study_design_scores_gemma":[0.000006053274,0.0002659771,0.867825,0.00008080043,0.0000147049,0.00004189345,0.1194909,0.0001993987,0.001409402,0.0002044419,0.01044057,0.00002087745],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850991,0.00003617995,0.0005785327,0.0003032166,0.00001502505,0.0005837325,0.0006819199,0.0000317553,0.01267066],"genre_scores_gemma":[0.9832183,0.0001184754,0.002734572,0.0001762525,0.00001201219,0.0009430108,0.0009407522,0.00001256265,0.01184413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.160943,"threshold_uncertainty_score":0.3200124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08379368533746855,"score_gpt":0.4033116357296403,"score_spread":0.3195179503921718,"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."}}