{"id":"W2735575334","doi":"","title":"The Growing Reliance of Ontario Colleges of Applied Arts and Technology on Educational Agents for the Recruitment of International Students.","year":2017,"lang":"en","type":"article","venue":"The College Quarterly","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"The arts; Pedagogy; Higher education; Psychology; Technology integration; Sociology; Mathematics education; Political science; Public relations; Educational technology; Economic growth; Economics","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":[0.005470979,0.0002060078,0.0002676244,0.001684843,0.009705492,0.007596768,0.001261979,0.002421363,0.02361885],"category_scores_gemma":[0.01714632,0.000432859,0.0003565943,0.003346231,0.004688713,0.001691165,0.003186483,0.002770097,0.002381245],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04801129,"about_ca_system_score_gemma":0.1191057,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8772084,"about_ca_topic_score_gemma":0.9742173,"domain_scores_codex":[0.9883967,0.001431534,0.0002346771,0.0008615338,0.006763769,0.002311673],"domain_scores_gemma":[0.95429,0.007478637,0.004436427,0.001729217,0.01538006,0.01668569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002200726,0.0001467234,0.1249657,0.001261973,0.00008311763,0.0008526202,0.02144176,0.0004597848,0.009451427,0.1485065,0.5134667,0.1791438],"study_design_scores_gemma":[0.00002108201,0.0000485917,0.1472989,0.0003280409,0.00001960055,0.0001864513,0.01018834,0.0002637202,0.0008614737,0.002671062,0.8380592,0.0000534904],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1544536,0.008934951,0.006440166,0.3211233,0.002732103,0.0003608878,0.001299222,0.0002692498,0.5043865],"genre_scores_gemma":[0.7214653,0.006579272,0.003318744,0.04056938,0.0005437469,0.0001068765,0.000486551,0.0001326099,0.2267976],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9519887,"threshold_uncertainty_score":0.3483479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04610013435087216,"score_gpt":0.3663913718146285,"score_spread":0.3202912374637563,"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."}}