{"id":"W4393218772","doi":"10.37119/ojs2024.v29i1.737","title":"Making Small Talk: Support for Chinese Graduate Students","year":2024,"lang":"en","type":"article","venue":"in education","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Mathematics education; Graduate students; Computer science; Psychology; Medical education; Pedagogy; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002491789,0.0005724391,0.0003786843,0.0006833109,0.01135578,0.003117445,0.001326629,0.00158927,0.005206302],"category_scores_gemma":[0.006448876,0.0002158942,0.0004147384,0.0005743026,0.003710372,0.001690636,0.008197329,0.002325354,0.0005267868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001745723,"about_ca_system_score_gemma":0.007855083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008823574,"about_ca_topic_score_gemma":0.02081623,"domain_scores_codex":[0.9982225,0.0007394077,0.0000658412,0.0001087274,0.000233712,0.000629868],"domain_scores_gemma":[0.9955243,0.0005831661,0.000401874,0.0001560271,0.0002604924,0.00307421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00009327864,0.0004041894,0.03798426,0.0002513104,0.00001895335,0.003453635,0.8867534,0.00009669502,0.004957236,0.001883667,0.005728133,0.05837522],"study_design_scores_gemma":[0.00001925589,0.0003396546,0.02372269,0.0001342446,0.00001737612,0.0008322821,0.9463108,0.0001864898,0.0005925468,0.0005832873,0.02721766,0.00004373687],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864184,0.0002111723,0.000589394,0.003350163,0.0001090868,0.0001023858,0.00001760309,0.00003556064,0.009166111],"genre_scores_gemma":[0.9953621,0.0002006225,0.0006293277,0.0005751312,0.00003790386,0.00007613501,0.00002124278,0.000007924958,0.003089715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01135578,"threshold_uncertainty_score":0.01754445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1119364586854517,"score_gpt":0.4707886925414591,"score_spread":0.3588522338560074,"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."}}