{"id":"W4411437827","doi":"10.2139/ssrn.5243589","title":"Stress for Success? Comparing Academic Pressure for Canadian vs. Chinese Students","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Psychology; Stress (linguistics); Mathematics education; Philosophy","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":[0.0009917907,0.0005632921,0.0006768945,0.001621092,0.003495499,0.003088893,0.00127132,0.001244405,0.004878717],"category_scores_gemma":[0.004813792,0.0002611893,0.001326671,0.003077895,0.001357405,0.0008761958,0.001622125,0.002012819,0.000438073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01002468,"about_ca_system_score_gemma":0.02123273,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8834082,"about_ca_topic_score_gemma":0.9167168,"domain_scores_codex":[0.9986699,0.00007609893,0.0000385591,0.0001126847,0.0002903647,0.0008124255],"domain_scores_gemma":[0.9959508,0.0002315902,0.0006748873,0.00006761934,0.0006910941,0.00238401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004015451,0.0001981976,0.9884459,0.00002916547,0.00009705882,0.0000735055,0.003121223,0.00003882784,0.0001285453,0.0002559834,0.001719131,0.005490933],"study_design_scores_gemma":[0.00001188801,0.00006943192,0.9931372,0.0000211584,0.00003739982,0.0000134527,0.00619525,0.00003944817,0.00002681706,0.00004363779,0.0003914876,0.00001275141],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948208,0.0002794336,0.0000149199,0.0005658471,0.00007139579,0.00001364705,0.0003641154,0.000002882826,0.003866935],"genre_scores_gemma":[0.9988839,0.0001099193,0.00001276002,0.00008961009,0.00002043127,0.000006835864,0.0002229762,0.00000249434,0.0006509795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1165918,"threshold_uncertainty_score":0.2345567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02224405797792291,"score_gpt":0.4280038615903036,"score_spread":0.4057598036123807,"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."}}