{"id":"W4392949873","doi":"10.32920/23681115.v2","title":"Stay or leave: Chinese international students’ decision-making process about their migration intentions post-graduation in Canada","year":2024,"lang":"en","type":"preprint","venue":"","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Process (computing); Psychology; Political science; Demographic economics; Medical education; Economics; Computer science; Medicine; Engineering","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":[0.002241233,0.0003657722,0.0003007379,0.0008852594,0.01131119,0.004230605,0.001012476,0.0006676869,0.003306639],"category_scores_gemma":[0.004112977,0.0002304496,0.0003415461,0.001501128,0.00406225,0.001087767,0.003115607,0.00189914,0.0002517358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02576892,"about_ca_system_score_gemma":0.04950399,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9357207,"about_ca_topic_score_gemma":0.965282,"domain_scores_codex":[0.9986299,0.0002681279,0.00003991025,0.0001126316,0.0002305441,0.0007188489],"domain_scores_gemma":[0.9973194,0.0004298284,0.0002578832,0.00005767727,0.0005880597,0.001347252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001226595,0.0001468685,0.1730783,0.00004630064,0.00001302026,0.0006094704,0.8061219,0.0001819292,0.0005382531,0.001737547,0.002160734,0.01524302],"study_design_scores_gemma":[0.000003332372,0.00003475963,0.0678518,0.00004500113,0.000005675527,0.00002576306,0.9275885,0.0002270316,0.0001339251,0.0001202006,0.003935607,0.0000283385],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970449,0.00005716184,0.00003627458,0.0005066954,0.000009527481,0.0000149683,0.00003121407,0.000002131628,0.00229719],"genre_scores_gemma":[0.9964386,0.0001654741,0.00008067289,0.0001385288,0.000002500983,0.00001604018,0.00006174637,0.000003659326,0.003092847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06427926,"threshold_uncertainty_score":0.1869675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02797712249059957,"score_gpt":0.3897430729910904,"score_spread":0.3617659505004908,"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."}}