{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009227039,0.0001302965,0.0002209984,0.0008375302,0.0005073729,0.0001181557,0.001474407,0.000107783,0.00003139311],"category_scores_gemma":[0.000196717,0.0001708616,0.0001303745,0.0008277917,0.00009257409,0.001536023,0.0005889908,0.0002370345,0.00005751985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003120188,"about_ca_system_score_gemma":0.0005378039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008895453,"about_ca_topic_score_gemma":0.007717141,"domain_scores_codex":[0.9983847,0.00019542,0.000211619,0.0003932076,0.0004872291,0.0003278877],"domain_scores_gemma":[0.9988524,0.0002003345,0.0001991117,0.0002330786,0.0002974972,0.0002175285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001202914,0.00007011238,0.9805418,0.00004149035,0.00009108174,0.00001044276,0.01222629,0.00002057019,0.003182907,0.0004843033,0.00001050678,0.003200161],"study_design_scores_gemma":[0.0005093884,0.00005363232,0.911873,0.0002847828,0.0000957143,8.546249e-7,0.03556499,7.289217e-7,0.0008763214,0.00009828815,0.05037159,0.000270747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969873,0.00001055063,0.00071967,0.000414315,0.0005444828,0.0003476721,0.0001522046,0.00009729822,0.0007264479],"genre_scores_gemma":[0.9836447,0.0000977248,0.00009794082,0.000148508,0.0001396283,9.373249e-7,0.0001379507,0.000014828,0.0157178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06866888,"threshold_uncertainty_score":0.6967533,"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."}}