{"id":"W4318381700","doi":"10.5116/ijme.63c3.e6b3","title":"International Medical Graduates' perceptions about residency training experience: a qualitative study","year":2023,"lang":"en","type":"article","venue":"International Journal of Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"IMG; Thematic analysis; Medical education; Qualitative research; Psychology; Stigma (botany); Perception; Medicine; Sociology; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006893671,0.0001981126,0.0003813864,0.0007414626,0.0003733904,0.00004795978,0.001836112,0.0003398455,0.01849459],"category_scores_gemma":[0.01805149,0.0001681838,0.0001509843,0.0005988708,0.000192572,0.0004877851,0.0002684731,0.001547127,0.0006130551],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006976709,"about_ca_system_score_gemma":0.008153988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007538631,"about_ca_topic_score_gemma":0.0003257343,"domain_scores_codex":[0.9891365,0.001358827,0.002034823,0.0003010657,0.006689765,0.0004790128],"domain_scores_gemma":[0.994232,0.001485257,0.0009308276,0.000200652,0.002274356,0.0008768886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001999697,0.001066369,0.02979571,0.00003083345,0.0002168268,0.0001858445,0.769231,0.000008164278,0.00001353421,0.006098876,0.1287486,0.06440423],"study_design_scores_gemma":[0.001752272,0.0001838737,0.03578958,0.002121728,0.00002281981,0.0001029723,0.8999457,0.0005448452,0.000001284376,0.003907551,0.05546203,0.0001653794],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.860784,0.0001281235,0.0003730336,0.1134844,0.01974941,0.0004002397,0.00001145227,0.00009219341,0.00497714],"genre_scores_gemma":[0.9869189,0.001221431,0.0004678637,0.003758226,0.005170136,0.0001662557,0.00007667877,0.00002853372,0.002191984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1307146,"threshold_uncertainty_score":0.9974688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1457910774709054,"score_gpt":0.625280541570744,"score_spread":0.4794894640998386,"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."}}