{"id":"W4402514084","doi":"10.5539/hes.v14n4p47","title":"Post-Student Cap Analysis in Ontario, Canada: Faculty&amp;#39;s Perspectives a Vital Component in Understanding the Impact of International Student Caps","year":2024,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Higher education; Government (linguistics); Psychology; Medical education; Incentive; Viewpoints; Certificate; Political science; Public relations; Medicine; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006502331,0.0001432234,0.0002468273,0.0003941317,0.0002418288,0.0001279842,0.0002503429,0.00003165673,0.001194011],"category_scores_gemma":[0.00003118893,0.0001054118,0.0001331033,0.0008844681,0.0001336414,0.0002131566,0.00007686791,0.0002374888,0.000006153626],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01143438,"about_ca_system_score_gemma":0.002802219,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.975385,"about_ca_topic_score_gemma":0.9933027,"domain_scores_codex":[0.9982657,0.0002247339,0.0003634191,0.0002811422,0.0006398844,0.0002251528],"domain_scores_gemma":[0.9991435,0.0002735344,0.0001102629,0.0001440053,0.0002702998,0.00005840466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009923719,0.000519442,0.5526225,0.000007855916,0.001677594,0.000002532039,0.4164935,0.0009542913,0.00002306734,0.020395,0.007258292,0.00003601438],"study_design_scores_gemma":[0.00006715974,0.000008982009,0.6093866,0.00002618853,0.00007003725,1.795546e-7,0.3748986,0.00000119266,3.593443e-7,0.0001254082,0.015343,0.00007234512],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782523,0.004252339,0.00001260449,0.0104563,0.002277289,0.0002545261,0.00002269343,0.00001471786,0.004457248],"genre_scores_gemma":[0.9926625,0.0003661433,0.00002789027,0.00007165787,0.0001311825,0.0000963805,0.00003299589,0.000007222351,0.006603978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05676407,"threshold_uncertainty_score":0.999719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1335922363435007,"score_gpt":0.4610298071539204,"score_spread":0.3274375708104197,"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."}}