{"id":"W3132062388","doi":"10.32674/jis.v11i2.2065","title":"Towards a More Comprehensive Understanding of International Doctoral Students' Experiences","year":2021,"lang":"en","type":"article","venue":"Journal of International Students","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Graduate students; Pedagogy; Order (exchange); Psychology; Sociology; Mathematics education; Engineering ethics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.04514872,0.0004840003,0.001239697,0.006721417,0.002983823,0.01231946,0.001190158,0.001433346,0.003599857],"category_scores_gemma":[0.06076195,0.0003975048,0.001272912,0.006258413,0.004593742,0.01867207,0.007948594,0.004310732,0.0002303253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004870194,"about_ca_system_score_gemma":0.009961099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00258546,"about_ca_topic_score_gemma":0.004973653,"domain_scores_codex":[0.9850535,0.01037836,0.001387231,0.0008001205,0.001584753,0.0007959544],"domain_scores_gemma":[0.9350891,0.05207394,0.004554514,0.002248363,0.004477907,0.001556159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005691746,0.00007520107,0.01467231,0.00646785,0.0002651325,0.0001997306,0.8203685,0.0001756659,0.0005065905,0.03959296,0.002307741,0.1153114],"study_design_scores_gemma":[0.0000114279,0.00007525028,0.01360145,0.01187781,0.000149297,0.0003462002,0.9084297,0.0001169017,0.0003542397,0.01994065,0.04506228,0.00003482959],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6328264,0.1791821,0.02827688,0.05416902,0.001148058,0.0006386013,0.0009525363,0.00009135409,0.1027151],"genre_scores_gemma":[0.9407684,0.04369652,0.009060465,0.003463336,0.000126913,0.0004897938,0.000239076,0.00003247833,0.002122977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04514872,"threshold_uncertainty_score":0.2387721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.311995388273733,"score_gpt":0.5842719971871099,"score_spread":0.2722766089133769,"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."}}