{"id":"W2991687707","doi":"10.11575/prism/37255","title":"International Students’ Perceptions of Their University-To-Work Transition","year":2019,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Transition (genetics); Perception; Mathematics education; Psychology; Political science; Engineering; Mechanical engineering; Chemistry","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":[0.005573571,0.0004817491,0.0006413357,0.001133226,0.01050577,0.0143551,0.001333439,0.001795069,0.005026684],"category_scores_gemma":[0.009598172,0.0003835195,0.0005985475,0.001385473,0.007207174,0.003652695,0.008560735,0.005941317,0.0007344522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006290921,"about_ca_system_score_gemma":0.009494511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09291763,"about_ca_topic_score_gemma":0.1124972,"domain_scores_codex":[0.9962417,0.0008764513,0.0001455607,0.0002479114,0.0008615197,0.001626906],"domain_scores_gemma":[0.9912906,0.001066635,0.0008087209,0.0002169526,0.001257799,0.005359243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000961855,0.0003172914,0.07328276,0.00009168644,0.00001853473,0.0005693033,0.905757,0.00006659709,0.0006920847,0.002726588,0.00315684,0.01322529],"study_design_scores_gemma":[0.000003443326,0.00007373426,0.02561721,0.00005822623,0.00000619992,0.0000782131,0.9671597,0.0000301641,0.00008020497,0.0001077172,0.006760438,0.00002469129],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836364,0.0004333773,0.000222439,0.0020555,0.0001171614,0.00004395059,0.0000541395,0.00001416819,0.01342281],"genre_scores_gemma":[0.9955308,0.0005257675,0.0001125549,0.0005982533,0.00001868346,0.00002752566,0.00005250132,0.00001324045,0.00312074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09291763,"threshold_uncertainty_score":0.1847535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03823304846502034,"score_gpt":0.3910611257760516,"score_spread":0.3528280773110312,"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."}}