{"id":"W2421897051","doi":"10.1186/s12960-016-0135-6","title":"Scoping review about the professional integration of internationally educated health professionals","year":2016,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Waterloo; University of Alberta","funders":"Canadian Institutes of Health Research; Health Canada","keywords":"Certification; Professional development; Immigration; Health administration; Allied health professions; Health services research; Public relations; Health care; Medical education; Political science; Nursing; Medicine; Public health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00592837,0.000318166,0.0009438616,0.0001787094,0.002704791,0.000008930218,0.0006713987,0.0001767594,0.0009071513],"category_scores_gemma":[0.0008981612,0.0001659993,0.0001853962,0.0003636004,0.0001988637,0.0001654935,0.0001944743,0.000547663,0.00007876328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007720867,"about_ca_system_score_gemma":0.003525922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006053213,"about_ca_topic_score_gemma":0.00192623,"domain_scores_codex":[0.9926037,0.002189421,0.002744939,0.0005315673,0.000813041,0.001117298],"domain_scores_gemma":[0.9931614,0.002149647,0.002859267,0.0006545729,0.0007868722,0.0003882762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003741144,0.000571286,0.006669328,0.08392002,0.00007528193,4.904342e-7,0.01932868,0.000001136823,0.0002679618,0.04844134,0.7946298,0.04572059],"study_design_scores_gemma":[0.001859247,0.0007178269,0.02425362,0.8097498,0.00001915885,0.000003474591,0.003807312,0.00001434389,0.00002734064,0.002679308,0.1565446,0.0003239458],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1918774,0.1076178,0.00184351,0.6484026,0.004675912,0.04078528,0.0005792608,0.0005078905,0.003710305],"genre_scores_gemma":[0.5647085,0.04124939,0.004327774,0.2882709,0.003758918,0.01299253,0.0008798339,0.000378594,0.08343349],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7258298,"threshold_uncertainty_score":0.9985936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1130990995676017,"score_gpt":0.54304280726493,"score_spread":0.4299437076973283,"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."}}