{"id":"W2597361212","doi":"10.32674/jis.v7i1.248","title":"Three Levels of Push-Pull Dynamics Among Chinese International Students’ Decision to Study Abroad in the Canadian Context","year":2017,"lang":"en","type":"article","venue":"Journal of International Students","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"University of Oxford","keywords":"Extant taxon; Study abroad; Incentive; Dynamics (music); Context (archaeology); Push and pull; Sociology; Public relations; Marketing; Political science; Psychology; Pedagogy; Business; Economics; Engineering; Geography","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":[0.001917796,0.000444117,0.0003008913,0.001879609,0.007788953,0.005695617,0.0008169529,0.0006990543,0.002380401],"category_scores_gemma":[0.003035176,0.0002870998,0.0003656395,0.002068948,0.004400115,0.001388038,0.003118644,0.001581405,0.0001220537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01417476,"about_ca_system_score_gemma":0.02793902,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.807793,"about_ca_topic_score_gemma":0.9130155,"domain_scores_codex":[0.9984326,0.000207888,0.00005208638,0.0001257135,0.000344085,0.000837562],"domain_scores_gemma":[0.99806,0.0003394353,0.000283551,0.00004177175,0.0003833858,0.0008918129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001893309,0.0001978095,0.5409704,0.0000735432,0.0000326695,0.0005054721,0.4326919,0.0001984646,0.001275448,0.005615701,0.0007589139,0.0174903],"study_design_scores_gemma":[0.000005348459,0.00003778915,0.3235772,0.00004898662,0.00001636271,0.00005468628,0.6726952,0.0004845047,0.0001505716,0.0004966719,0.00238974,0.00004299709],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973763,0.00004772183,0.00004109667,0.0001808288,0.000002858529,0.00001477245,0.00001786767,0.000001127949,0.002317445],"genre_scores_gemma":[0.9989734,0.0001030913,0.00007531597,0.00003696215,0.000001532306,0.000008520384,0.00002595112,0.000001379388,0.0007739627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.192207,"threshold_uncertainty_score":0.3866778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03998186938880274,"score_gpt":0.4219846449401433,"score_spread":0.3820027755513406,"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."}}