{"id":"W3008874843","doi":"10.1080/10668926.2020.1723740","title":"Understanding the Decision-Making Process of College-Bound International Students: A Case Study of Greater Toronto Area Colleges of Applied Arts and Technology","year":2020,"lang":"en","type":"article","venue":"Community College Journal of Research and Practice","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Immigration; Decision-making; Higher education; Institution; The arts; Process (computing); Human capital; Liberal arts education; Qualitative research; Mathematics education; Psychology; Sociology; Pedagogy; Medical education; Marketing; Political science; Social science; Economics; Computer science; Economic growth; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004034956,0.0005298248,0.0004139064,0.001001808,0.01341402,0.005754463,0.001674297,0.001379177,0.004077799],"category_scores_gemma":[0.007342951,0.0004061183,0.0003378834,0.001769114,0.009827721,0.002360274,0.004064577,0.002861633,0.0002413359],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01963465,"about_ca_system_score_gemma":0.01691155,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3294404,"about_ca_topic_score_gemma":0.552228,"domain_scores_codex":[0.9961195,0.002052038,0.00009364424,0.0002309813,0.0003765217,0.001127222],"domain_scores_gemma":[0.9940007,0.003179105,0.000524299,0.0001767006,0.0004913705,0.001627701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001748901,0.00005309731,0.005940454,0.00002359075,0.000002114285,0.0008098552,0.988387,0.00005217301,0.0002980426,0.001474335,0.0003548338,0.002586923],"study_design_scores_gemma":[0.00000209752,0.00001467835,0.002104115,0.00002630136,0.000001950623,0.00007436933,0.9941086,0.00008105733,0.00007850968,0.0001156453,0.003386673,0.000006025654],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919745,0.00011939,0.0005530232,0.001159393,0.00001518062,0.00006433563,0.0000294759,0.000005230566,0.006079539],"genre_scores_gemma":[0.9972883,0.0001670054,0.0003565394,0.0002236084,0.000004949349,0.00002628307,0.0000217458,0.00000701994,0.001904391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9803653,"threshold_uncertainty_score":0.6550457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2946874886184984,"score_gpt":0.4994796644756588,"score_spread":0.2047921758571604,"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."}}