{"id":"W3154178068","doi":"10.5116/ijme.606a.e83d","title":"Alternative career pathways for international medical graduates towards job market integration: a literature review","year":2021,"lang":"en","type":"review","venue":"International Journal of Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Medical Association; University of Calgary","funders":"","keywords":"Career Pathways; Job market; Medical education; Psychology; MEDLINE; Public relations; Medicine; Work (physics); Political science; Engineering","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":[0.01259138,0.001097614,0.002198879,0.01225301,0.001604714,0.004764667,0.002069633,0.002693288,0.005445604],"category_scores_gemma":[0.04095439,0.0008367235,0.003540202,0.01229911,0.0009799307,0.005085849,0.002515306,0.002078444,0.000595845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004200622,"about_ca_system_score_gemma":0.02436231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005970304,"about_ca_topic_score_gemma":0.01799002,"domain_scores_codex":[0.9936749,0.002259002,0.001681503,0.0004122044,0.001547467,0.0004249055],"domain_scores_gemma":[0.9676641,0.02229895,0.004875788,0.0003121989,0.003850511,0.000998448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001884633,0.0001512359,0.004340759,0.668943,0.001529361,0.0003904431,0.002855561,0.0001538054,0.000155276,0.002410545,0.00998694,0.3088945],"study_design_scores_gemma":[0.00007171377,0.000163182,0.009052029,0.9053671,0.005149466,0.0006992128,0.005257664,0.00009957165,0.0001532717,0.0008918781,0.07304734,0.00004764573],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002262673,0.9938537,0.0001912754,0.001687568,0.0002818727,0.0001863792,0.0001090683,0.000006765645,0.001420785],"genre_scores_gemma":[0.00957069,0.9884094,0.000659522,0.0007286731,0.000131959,0.0002588922,0.00009871063,0.000003098573,0.0001389577],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01259138,"threshold_uncertainty_score":0.06659037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1122763149249166,"score_gpt":0.5414118972091679,"score_spread":0.4291355822842513,"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."}}