{"id":"W2112588135","doi":"10.1007/s12134-011-0192-6","title":"Conceptualizing Professional Diaspora: International Medical Graduates in Canada","year":2011,"lang":"en","type":"article","venue":"Journal of International Migration and Integration / Revue de l integration et de la migration internationale","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; McMaster University","funders":"LG Display","keywords":"Diaspora; Homeland; Ethnic group; Identity (music); Immigration; Country of origin; Sociology; Ethnically diverse; Political science; Gender studies; Public relations; Anthropology; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003813329,0.0003183679,0.0003746023,0.0008227865,0.000183486,0.0003157073,0.0007809474,0.0002932314,0.002378684],"category_scores_gemma":[0.004961457,0.0003050201,0.0001647598,0.0004394868,0.0002549399,0.001816635,0.00005999142,0.000933572,0.000007901074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002343445,"about_ca_system_score_gemma":0.00456264,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3865493,"about_ca_topic_score_gemma":0.9556174,"domain_scores_codex":[0.9951192,0.001142402,0.001612979,0.00035733,0.0014326,0.0003354732],"domain_scores_gemma":[0.9955825,0.0008796205,0.001156825,0.0001567646,0.001874787,0.0003494723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0005419386,0.0007406527,0.2348266,0.00001758,0.0001986173,0.0001432367,0.1086435,0.000737807,0.002594282,0.6273287,0.01307882,0.01114834],"study_design_scores_gemma":[0.005472313,0.0005190843,0.3477621,0.002300357,0.00009963995,0.001004878,0.1575292,0.2200868,0.005791557,0.0242489,0.2336174,0.001567799],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8869104,0.0002501439,0.04938658,0.03081877,0.003935239,0.0004229392,0.00007373538,0.00006312206,0.02813912],"genre_scores_gemma":[0.9836695,0.004918591,0.004999441,0.003218378,0.0006911938,0.00006162574,0.0001991636,0.00003158071,0.002210546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6030797,"threshold_uncertainty_score":0.9999402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0260989755715215,"score_gpt":0.3183378679482989,"score_spread":0.2922388923767774,"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."}}