{"id":"W4295064635","doi":"10.3390/healthcare10091705","title":"Labor Market Integration of High-Skilled Immigrants in Canada: Employment Patterns of International Medical Graduates in Alternative Jobs","year":2022,"lang":"en","type":"article","venue":"Healthcare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Medical Association; University of Calgary","funders":"","keywords":"Immigration; Graduation (instrument); Limiting; Psychology; Medical education; Family medicine; Demographic economics; Medicine; Political science; Economics","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":[0.0005762497,0.0002787045,0.0002714174,0.001555082,0.003431488,0.001464667,0.0009911753,0.0006452777,0.002271664],"category_scores_gemma":[0.001159952,0.0002412708,0.0003755211,0.002705897,0.001059977,0.0005207252,0.001468981,0.0008216896,0.0002623611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008773044,"about_ca_system_score_gemma":0.01660095,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.953599,"about_ca_topic_score_gemma":0.9780372,"domain_scores_codex":[0.9992987,0.00004070999,0.00003575434,0.00008671017,0.0001694498,0.0003687243],"domain_scores_gemma":[0.9987366,0.00004513884,0.0003334211,0.0000215203,0.0003057824,0.0005576885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003813725,0.00004935454,0.9920204,0.00002666907,0.00001248673,0.0001208561,0.004168235,0.00002703547,0.0001823962,0.00008932393,0.0004592001,0.002805919],"study_design_scores_gemma":[0.000002417347,0.00001928367,0.984976,0.00004044569,0.000004337523,0.00004095216,0.01427665,0.00008310147,0.00002321272,0.00001541368,0.0005102773,0.000007974063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983193,0.0002217307,0.00001638441,0.0002259543,0.000005722079,0.00001551332,0.0003749226,0.0000013016,0.0008191348],"genre_scores_gemma":[0.9987944,0.0002389903,0.00003576435,0.0001368018,0.000003472665,0.000009810383,0.0003041766,0.000001796092,0.0004747583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04640102,"threshold_uncertainty_score":0.0933485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03277775806954619,"score_gpt":0.3884441366301471,"score_spread":0.3556663785606009,"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."}}