{"id":"W2122937285","doi":"10.1177/103841621202100205","title":"Career Counselling New and Professional Immigrants: Theories into Practice","year":2012,"lang":"en","type":"article","venue":"Australian Journal of Career Development","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Underemployment; Immigration; Career development; Career counseling; Professional development; Sociology; Intervention (counseling); Context (archaeology); Pedagogy; Public relations; Unemployment; Psychology; Political science; Economic growth","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":[],"consensus_categories":[],"category_scores_codex":[0.00263652,0.000176322,0.0002514319,0.0001496266,0.0006139381,0.0001363351,0.0003079065,0.0001313435,0.0002979968],"category_scores_gemma":[0.0002757962,0.0001536871,0.00007145124,0.0002395413,0.0001849408,0.001464167,0.0000577722,0.0002958835,0.00002817457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002830091,"about_ca_system_score_gemma":0.001459507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005074399,"about_ca_topic_score_gemma":0.000347482,"domain_scores_codex":[0.9975176,0.0001820753,0.0004600674,0.000136021,0.001204604,0.0004996497],"domain_scores_gemma":[0.9980192,0.0002065119,0.0003559448,0.00008334231,0.0006990803,0.0006358947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002448769,0.0001189155,0.2332398,0.0000415525,0.0003585618,0.00007327464,0.6339783,0.000002623884,0.0001138588,0.008435101,0.08295622,0.04043692],"study_design_scores_gemma":[0.0005621018,0.00002765136,0.03887503,0.0001290636,0.00008132854,0.00005083082,0.07965731,4.702071e-8,0.0007929982,0.0009598928,0.8785855,0.0002782208],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9630895,0.003817559,0.001848014,0.01945963,0.006366787,0.0004145682,0.000004390833,0.00005427409,0.00494534],"genre_scores_gemma":[0.9696753,0.0003529699,0.02005191,0.0004475687,0.0007043509,0.000001762527,0.000004152039,0.00001228456,0.008749673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7956293,"threshold_uncertainty_score":0.6267179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04790726908974599,"score_gpt":0.313229330872203,"score_spread":0.265322061782457,"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."}}