{"id":"W4281261681","doi":"10.1177/0193841x221098211","title":"Post-Graduation Work Visas and Loopholes: Insights into Support Provision for International Graduates from the Perspectives of Migration Agents, Universities, and International Graduates","year":2022,"lang":"en","type":"article","venue":"Evaluation Review","topic":"Impulse Buying and Technology Impacts","field":"Economics, Econometrics and Finance","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Graduation (instrument); Nexus (standard); Work (physics); Scope (computer science); International education; Public relations; Political science; Career Pathways; Higher education; Medical education; Medicine; Engineering; Law","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":[0.007864553,0.0003791655,0.0003820076,0.001394745,0.01064245,0.009211637,0.0015034,0.002323659,0.003926708],"category_scores_gemma":[0.01086304,0.0003630631,0.0003023325,0.001075642,0.01005723,0.004722617,0.007080478,0.004776845,0.0003350398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005528405,"about_ca_system_score_gemma":0.01029978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009084501,"about_ca_topic_score_gemma":0.02162088,"domain_scores_codex":[0.9953262,0.002706596,0.0001173591,0.0001888368,0.000414531,0.001246502],"domain_scores_gemma":[0.9913579,0.004779561,0.0009526782,0.0002377849,0.0005474043,0.002124662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002053242,0.00009151776,0.009477773,0.00005043618,0.000003563192,0.0006618212,0.9746385,0.00002973721,0.0002590807,0.005793224,0.000679212,0.008294643],"study_design_scores_gemma":[0.000001384943,0.0000267119,0.003301416,0.00005622327,0.000001626068,0.00005147149,0.992195,0.00003155582,0.0000330415,0.0003671165,0.003931149,0.000003301627],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800155,0.0004593723,0.0005537934,0.005602161,0.00005790963,0.0000352362,0.00001563655,0.000008804858,0.01325152],"genre_scores_gemma":[0.997156,0.00035234,0.0002134742,0.000476082,0.00001637656,0.00001793646,0.000008461408,0.000007185172,0.00175209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01064245,"threshold_uncertainty_score":0.04159224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05548297578315207,"score_gpt":0.3011743031318248,"score_spread":0.2456913273486727,"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."}}