{"id":"W4401954901","doi":"10.1177/08404704241263334","title":"From margins to mainstream: Incorporating internationally educated health professionals’ skills into primary care","year":2024,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"College of Family Physicians of Canada; University of Ottawa; Immigration, Refugees and Citizenship Canada","keywords":"Workforce; Mainstream; Health care; Public relations; Primary care; Primary health care; Business; Nursing; Political science; Medicine; Family medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.008942002,0.0004588501,0.0003818505,0.001017777,0.01555544,0.009716681,0.002150879,0.002352784,0.004466391],"category_scores_gemma":[0.01206388,0.0004426377,0.0003948546,0.000991547,0.01289879,0.006913758,0.02465066,0.003977021,0.00046722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007717621,"about_ca_system_score_gemma":0.02875234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02811447,"about_ca_topic_score_gemma":0.06891556,"domain_scores_codex":[0.988714,0.006100568,0.0001936716,0.0006117997,0.001172336,0.003207519],"domain_scores_gemma":[0.9939137,0.002407807,0.0004200375,0.0004627464,0.0004530184,0.002342734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00002831116,0.0002325689,0.01154462,0.0001958451,0.000009154704,0.004130698,0.8914679,0.0001011654,0.0009166618,0.02387575,0.003689939,0.06380738],"study_design_scores_gemma":[0.00001345646,0.0001971923,0.005324082,0.0004409472,0.00001986875,0.001623398,0.9247396,0.0001826312,0.0004560308,0.006799789,0.06018231,0.00002077227],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8086456,0.001430491,0.01007005,0.03679148,0.0004988053,0.0003507837,0.00002931424,0.00009539664,0.1420881],"genre_scores_gemma":[0.9886079,0.0004326932,0.003117743,0.002868645,0.00004850514,0.00007913894,0.00001286331,0.00002769615,0.004804785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02811447,"threshold_uncertainty_score":0.05599552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01858984345506411,"score_gpt":0.4102602730871454,"score_spread":0.3916704296320813,"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."}}