{"id":"W1604371070","doi":"10.56105/cjsae.v22i1.1002","title":"Difference, deficiency, and devaulation: Tracing the roots of non-recognition of foreign credentials for immigrant professionals in Canada","year":2009,"lang":"en","type":"article","venue":"Canadian Journal for the Study of Adult Education","topic":"Diaspora, migration, transnational identity","field":"Social Sciences","cited_by":164,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Immigration; Tracing; Political science; Sociology; Demographic economics; Economics; Computer science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003211338,0.0002916636,0.0004061061,0.003213171,0.02060056,0.007669499,0.002014995,0.001194942,0.002667574],"category_scores_gemma":[0.009910998,0.000342638,0.0002534472,0.004295434,0.01302866,0.002058183,0.007447784,0.00279591,0.0001572601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1054302,"about_ca_system_score_gemma":0.1617868,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9926118,"about_ca_topic_score_gemma":0.9962578,"domain_scores_codex":[0.997004,0.0003879413,0.00007751554,0.0002539296,0.0008980105,0.00137864],"domain_scores_gemma":[0.9922019,0.001758869,0.0007891997,0.0002271829,0.003131751,0.00189108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007693731,0.00004338555,0.1190038,0.00008789475,0.00001235273,0.0007855845,0.8483113,0.00008923164,0.0006647364,0.00974167,0.001959988,0.0192231],"study_design_scores_gemma":[0.000002810584,0.00001377545,0.07623605,0.0001413257,0.000009570673,0.00009688251,0.9130943,0.0002016228,0.0002310651,0.0006733762,0.009273018,0.00002603688],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875683,0.0004711204,0.0001781752,0.002803476,0.0000206839,0.0000235372,0.00008966101,0.000004586086,0.00884035],"genre_scores_gemma":[0.9971184,0.000331871,0.0001391955,0.0002352476,0.000003124622,0.000007480241,0.00004485085,0.000006072479,0.002113955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1054302,"threshold_uncertainty_score":0.7649533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02845974943507047,"score_gpt":0.3232229314026697,"score_spread":0.2947631819675993,"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."}}