{"id":"W1530071905","doi":"10.1002/psp.1751","title":"The Transnational Ties that Bind: Relationship Considerations for Graduating International Science and Engineering Research Students","year":2012,"lang":"en","type":"article","venue":"Population Space and Place","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":122,"is_retracted":false,"has_abstract":true,"ca_institutions":"Association of Universities and Colleges of Canada","funders":"","keywords":"Graduation (instrument); Work (physics); Public relations; Political science; Career Pathways; Settlement (finance); Sociology; Medical education; Engineering; Business; Medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005452196,0.0003205356,0.0004462218,0.0009386775,0.01384554,0.01113775,0.001205047,0.00188531,0.006782276],"category_scores_gemma":[0.007487569,0.0002878749,0.000324382,0.001052206,0.00735244,0.003583866,0.00943468,0.004594219,0.0008075213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003739793,"about_ca_system_score_gemma":0.005597537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01594812,"about_ca_topic_score_gemma":0.03729377,"domain_scores_codex":[0.9951196,0.002407969,0.00014859,0.0002581163,0.0006291141,0.001436637],"domain_scores_gemma":[0.993022,0.00135072,0.001106399,0.0001720768,0.0006055225,0.003743398],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004921898,0.0002077933,0.08490199,0.00007029239,0.0000165446,0.001285026,0.8815281,0.00008001716,0.0007509225,0.009970899,0.002818126,0.01832108],"study_design_scores_gemma":[0.000001148996,0.00003275204,0.009509318,0.00003586461,0.00000325908,0.00009749133,0.9835789,0.00003132675,0.00005822412,0.0003930812,0.006250827,0.000007827171],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789816,0.0004386155,0.0004392279,0.007392185,0.0001027079,0.00002037198,0.00001940974,0.000007185591,0.01259876],"genre_scores_gemma":[0.9959844,0.0003436127,0.0001433685,0.0009282151,0.00002429313,0.00001323443,0.00001238177,0.000005980027,0.002544355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9945478,"threshold_uncertainty_score":0.03171057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1496770216898363,"score_gpt":0.4264358349835911,"score_spread":0.2767588132937547,"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."}}