{"id":"W7162033312","doi":"10.82308/7826","title":"Investigating academic challenges and coping strategies of Chinese international graduate students in Canadian universities","year":2018,"lang":"en","type":"dissertation","venue":"","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Narrative; Population; Perspective (graphical); Vietnamese","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":[0.002850568,0.0005441715,0.0007710514,0.001709018,0.01261779,0.005316836,0.001562572,0.00111965,0.004200364],"category_scores_gemma":[0.006103853,0.0003613258,0.0004744561,0.00452483,0.00442792,0.001834686,0.003812391,0.001659502,0.0002924722],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02632046,"about_ca_system_score_gemma":0.04717994,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8069221,"about_ca_topic_score_gemma":0.9133579,"domain_scores_codex":[0.9980226,0.0002886841,0.00008932165,0.000211205,0.0005322017,0.0008560363],"domain_scores_gemma":[0.9968455,0.0004914639,0.0005681037,0.00008633834,0.0007593982,0.001249119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005232853,0.0001207312,0.2082054,0.000185513,0.00002514385,0.0003946524,0.7742041,0.00005460083,0.0006246112,0.001727703,0.002069402,0.01233581],"study_design_scores_gemma":[0.000003608833,0.00002624835,0.122075,0.00009238855,0.00001064899,0.00003038503,0.8730256,0.00006803046,0.00006533559,0.0001469559,0.004429331,0.00002649924],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945611,0.0003790445,0.00004640009,0.0008741463,0.00002275213,0.00002613749,0.0000473157,0.000001948599,0.004041125],"genre_scores_gemma":[0.9959717,0.0006878931,0.0001061943,0.0003478421,0.000007642495,0.0000358154,0.00006308806,0.000003167316,0.002776648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9736795,"threshold_uncertainty_score":0.3884299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04566290219431299,"score_gpt":0.3900878927508259,"score_spread":0.3444249905565129,"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."}}