{"id":"W2012830906","doi":"10.1080/10401334.2014.945393","title":"A Framework for Understanding International Medical Graduate Challenges During Transition Into Fellowship Programs","year":2014,"lang":"en","type":"article","venue":"Teaching and Learning in Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; University of Toronto; Health Sciences Centre; University Health Network","funders":"","keywords":"Medical education; Transition (genetics); Graduate medical education; Graduate students; Psychology; Medicine; Accreditation; Chemistry","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":[0.02801022,0.001763903,0.0008253158,0.009088922,0.01853271,0.02175111,0.004965165,0.006646882,0.00432608],"category_scores_gemma":[0.02078365,0.0008611808,0.001813555,0.006609927,0.04695527,0.02271817,0.01550844,0.008977526,0.0005565595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.028614,"about_ca_system_score_gemma":0.04110267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03848006,"about_ca_topic_score_gemma":0.0455825,"domain_scores_codex":[0.9792578,0.01535309,0.0007560556,0.001165098,0.001136754,0.002331177],"domain_scores_gemma":[0.9760094,0.01510826,0.00192641,0.0007379729,0.002350895,0.003867227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001718562,0.0001017666,0.005063788,0.0004320647,0.00001412393,0.001142859,0.7450208,0.0004263822,0.0001983865,0.2249925,0.003676075,0.01891419],"study_design_scores_gemma":[0.00001096977,0.0000337153,0.002746793,0.001128598,0.00001224789,0.0004537329,0.8702307,0.0007509723,0.00007015067,0.06697984,0.0575484,0.00003382993],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.270515,0.02144841,0.1464933,0.2046839,0.0023349,0.00308378,0.0007306648,0.0004233289,0.3502866],"genre_scores_gemma":[0.9096803,0.005586375,0.07119362,0.005437595,0.000176282,0.001802059,0.0003836507,0.00009621716,0.005643847],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03848006,"threshold_uncertainty_score":0.2076101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1852045204268462,"score_gpt":0.4733847065032981,"score_spread":0.2881801860764519,"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."}}