{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000931114,0.0000684105,0.0001478608,0.0001615662,0.0007045445,0.00003354662,0.000203446,0.00002998049,0.00001293312],"category_scores_gemma":[0.0004656032,0.00004952702,0.00004687867,0.0002829412,0.00008169514,0.0001711182,0.00000191683,0.00006640908,3.734299e-8],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002298096,"about_ca_system_score_gemma":0.00720563,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9148937,"about_ca_topic_score_gemma":0.9983432,"domain_scores_codex":[0.9988774,0.00009852838,0.0004638171,0.00009329446,0.0003061574,0.0001607932],"domain_scores_gemma":[0.9980303,0.0003751754,0.0003823926,0.00007560553,0.001046308,0.00009023627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002949461,0.001696659,0.3889947,0.0002890935,0.0001981052,9.134977e-7,0.3713147,0.001800967,0.0007749326,0.04049158,0.003107477,0.1910359],"study_design_scores_gemma":[0.0003586627,0.0001029151,0.8132845,0.00009548163,0.00005328914,0.000001129916,0.1743439,0.0001154985,0.0001584637,0.01140886,0.00002223904,0.00005513844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953036,0.0001691064,0.0004279488,0.002077143,0.0004041945,0.001440963,0.00005553625,7.825288e-7,0.0001206981],"genre_scores_gemma":[0.9996231,0.0000141915,0.0001024135,0.00005902748,0.00007886735,0.00004827834,0.00001256748,0.000003750819,0.00005785896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4242897,"threshold_uncertainty_score":0.9984226,"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."}}