{"id":"W3016575864","doi":"10.5430/ijhe.v9n3p232","title":"Theorising Intercontinental PHD Students’ Experiences: The Case of Students from Africa, and Asia","year":2020,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Institution; Hierarchy; Psychology; Medical education; Mental health; Professional development; Pedagogy; Sociology; Political science; Social science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01072109,0.0006266127,0.0005401457,0.002607365,0.01528749,0.01052572,0.002301772,0.002660103,0.003842071],"category_scores_gemma":[0.01454451,0.0006523861,0.0005827784,0.001785404,0.01372224,0.00906273,0.01271737,0.005213368,0.0003972262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00474638,"about_ca_system_score_gemma":0.006607282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009718934,"about_ca_topic_score_gemma":0.01730801,"domain_scores_codex":[0.9930742,0.00450169,0.0001589644,0.0003676973,0.0004635763,0.001433814],"domain_scores_gemma":[0.988415,0.005902173,0.001225887,0.0004022252,0.0009745029,0.003080198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000118462,0.00005858701,0.0110422,0.00003415727,0.000004969671,0.0007564779,0.9828468,0.00002011567,0.0001222299,0.00239593,0.0002603841,0.002446308],"study_design_scores_gemma":[0.000002099493,0.00001933884,0.001855022,0.00003547347,0.00000239166,0.0001507041,0.9955578,0.00003188834,0.00003350959,0.000376803,0.00193091,0.000004122235],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854959,0.0003690687,0.0006343882,0.004099676,0.00004931378,0.00004048174,0.00001541391,0.000005405344,0.009290397],"genre_scores_gemma":[0.9976282,0.0003416508,0.000222783,0.0005812773,0.0000135859,0.00002802578,0.00001198845,0.000005972396,0.001166726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01528749,"threshold_uncertainty_score":0.05669922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1740761937425442,"score_gpt":0.5353876704591961,"score_spread":0.3613114767166519,"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."}}