{"id":"W7117867015","doi":"10.1093/postmj/qgaf207","title":"Reimagining the integration of international medical graduates: a global and sociocultural perspective on equity and belonging in medical","year":2025,"lang":"en","type":"article","venue":"Postgraduate Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; University of Toronto","funders":"","keywords":"Equity (law); Perspective (graphical); Sociocultural evolution; Health equity; MEDLINE; Sociocultural perspective","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":[0.005988763,0.0004642672,0.0005344939,0.001085653,0.006230178,0.01035621,0.001194769,0.005543765,0.003419477],"category_scores_gemma":[0.009667057,0.000205325,0.0003684874,0.0008116385,0.01263233,0.007737054,0.005948731,0.01133726,0.0004045847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003332781,"about_ca_system_score_gemma":0.007662128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003370978,"about_ca_topic_score_gemma":0.01047592,"domain_scores_codex":[0.9963533,0.001854351,0.0001272575,0.0002776003,0.0008868659,0.0005007],"domain_scores_gemma":[0.9896969,0.007103693,0.0005249349,0.0001890263,0.0009017076,0.001583812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005489849,0.00005113375,0.001948768,0.001546559,0.00002654578,0.001333041,0.2014656,0.00009657717,0.0006196195,0.1696155,0.4963887,0.126853],"study_design_scores_gemma":[0.00000666183,0.00005091789,0.002247455,0.002580962,0.00002264198,0.0009086757,0.06121428,0.0001041566,0.0001844851,0.02539131,0.9072554,0.00003305321],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01503175,0.09326909,0.002375523,0.6979693,0.1561843,0.00003612063,0.00005443539,0.00005652197,0.035023],"genre_scores_gemma":[0.3945915,0.1592519,0.003149229,0.1899519,0.2325564,0.00007491415,0.0000966544,0.0002961915,0.02003142],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01035621,"threshold_uncertainty_score":0.031672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05262066733836757,"score_gpt":0.5055110967605484,"score_spread":0.4528904294221808,"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."}}