{"id":"W565410554","doi":"","title":"Non/Recognition of Foreign Credentials for Immigrant Professionals in Canada and Sweden : A Comparative Analysis","year":2005,"lang":"en","type":"article","venue":"","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Political science; Medicine; Psychology; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006745225,0.00004915305,0.0001861248,0.0001002964,0.0001303532,0.00002214407,0.00007105368,0.00002868699,0.0008259005],"category_scores_gemma":[0.0001307871,0.0000440181,0.00003125285,0.0004301414,0.00004555586,0.0002542755,0.00000881594,0.00004501244,0.000003300899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001302291,"about_ca_system_score_gemma":0.0009776941,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9625732,"about_ca_topic_score_gemma":0.9979603,"domain_scores_codex":[0.9991457,0.0001601723,0.0002264087,0.0001261201,0.000210388,0.0001312405],"domain_scores_gemma":[0.9989512,0.0006043779,0.0001885787,0.00004892789,0.0001527331,0.0000541691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001649059,0.0005185264,0.6544589,0.00006594749,0.0007799011,9.179119e-7,0.3156606,0.0008762096,0.0003798736,0.004599703,0.01144775,0.01104675],"study_design_scores_gemma":[0.0008931803,0.00004968141,0.5796877,0.00006073812,0.0004468162,2.899309e-7,0.3825999,0.001658262,0.003923312,0.0006179319,0.02973041,0.0003317922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889064,0.00004151965,0.0001815708,0.002238262,0.00004055158,0.0003409575,0.00001120422,0.000005033207,0.008234459],"genre_scores_gemma":[0.9955891,0.000007784546,0.002239576,0.0001194404,0.00004803214,0.00006006881,0.0000149559,0.00000188135,0.001919109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0747712,"threshold_uncertainty_score":0.9043031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06556008301771912,"score_gpt":0.409838275666556,"score_spread":0.3442781926488369,"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."}}