{"id":"W2183713107","doi":"10.82396/cjcd.v13i1.3071","title":"Restoring Hope: Responding to Career Concerns of Immigrant Clients","year":2021,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Immigration; Government (linguistics); Workforce; Psychological intervention; Career counseling; Conceptual framework; Public relations; Population; Psychology; Social psychology; Sociology; Applied psychology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.003545201,0.0003403,0.000286363,0.0004884746,0.01065185,0.00375112,0.001152078,0.002649707,0.003261116],"category_scores_gemma":[0.00775258,0.0002177953,0.0004063565,0.0003476451,0.005018325,0.001787256,0.00539294,0.004743142,0.0005408801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002275058,"about_ca_system_score_gemma":0.006215442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00482716,"about_ca_topic_score_gemma":0.01740294,"domain_scores_codex":[0.9981732,0.001130075,0.00002969009,0.00004352668,0.0001503381,0.0004731256],"domain_scores_gemma":[0.9973269,0.0008081768,0.0002727646,0.00007542604,0.0002104359,0.001306393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007571538,0.0003965426,0.01960497,0.000252981,0.00002003543,0.01091486,0.81643,0.0001709484,0.001687628,0.014628,0.03633622,0.09948208],"study_design_scores_gemma":[0.00001117761,0.0001486566,0.005633699,0.0002538518,0.00001162053,0.006603399,0.9317452,0.0002713595,0.0002904292,0.00383376,0.05116969,0.00002726356],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8510699,0.003262308,0.003147828,0.09073637,0.001068468,0.0001234514,0.00002481984,0.0001598574,0.05040698],"genre_scores_gemma":[0.9727656,0.002296137,0.002763881,0.006544898,0.0001324074,0.00009776992,0.00001797634,0.00004135534,0.01534001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01065185,"threshold_uncertainty_score":0.018749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02455506481284183,"score_gpt":0.2683360270922865,"score_spread":0.2437809622794447,"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."}}