{"id":"W4312090965","doi":"10.32674/jis.v13i3.5019","title":"International Students at Canadian Community Colleges","year":2022,"lang":"en","type":"article","venue":"Journal of International Students","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Seneca Polytechnic","funders":"","keywords":"Higher education; International education; Internationalization; Immigration; Study abroad; Socioeconomic status; Political science; Economic growth; Internationalization of Higher Education; Sociology; Pedagogy; Population","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":[0.0009764043,0.0004421114,0.000309208,0.003348055,0.01373344,0.004606613,0.001611265,0.0006976092,0.02103755],"category_scores_gemma":[0.002829442,0.000207351,0.0003384042,0.0051578,0.001649652,0.001112361,0.003496567,0.001649645,0.001282597],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03615684,"about_ca_system_score_gemma":0.08678458,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9639171,"about_ca_topic_score_gemma":0.9863797,"domain_scores_codex":[0.9969776,0.0001285467,0.00003241778,0.0002177717,0.0009778624,0.001665819],"domain_scores_gemma":[0.9936341,0.0001595617,0.0003959841,0.00007741485,0.001365863,0.004367091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001358652,0.0005668437,0.5783262,0.0003508923,0.00004033226,0.001299156,0.0803973,0.0002573918,0.001328657,0.02203516,0.0790203,0.2362418],"study_design_scores_gemma":[0.00001364069,0.0001262268,0.5618325,0.0003327612,0.00002927608,0.000589154,0.218006,0.000312874,0.0005628023,0.001044737,0.2170342,0.0001158408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8124838,0.001361469,0.0005234872,0.006306138,0.0002915766,0.0002716681,0.002505569,0.00007811151,0.1761781],"genre_scores_gemma":[0.955631,0.00150378,0.0006085201,0.00172103,0.00005558538,0.00005285775,0.0008998294,0.00002510878,0.03950235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9638432,"threshold_uncertainty_score":0.2623374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02389704611716457,"score_gpt":0.3810903119729741,"score_spread":0.3571932658558095,"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."}}