{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002045946,0.0001025662,0.0005007966,0.0006756528,0.0004637096,0.00002648493,0.0007304322,0.00007680321,0.0002861413],"category_scores_gemma":[0.000279324,0.00009501437,0.0004346475,0.00256647,0.0002324984,0.0002149739,0.000235012,0.0001713605,0.000004766103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005280081,"about_ca_system_score_gemma":0.0005673645,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01908561,"about_ca_topic_score_gemma":0.06367631,"domain_scores_codex":[0.9978718,0.0004503532,0.0003347503,0.0001371546,0.0009800977,0.0002258365],"domain_scores_gemma":[0.9977779,0.0002990411,0.0005709756,0.0002353059,0.000956608,0.0001601958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007114415,0.0003125437,0.656618,0.00005668465,0.008244598,0.0006080203,0.2854042,0.01537181,0.01187779,0.006327192,0.003964622,0.004100082],"study_design_scores_gemma":[0.008576651,0.0004997097,0.4492827,0.0003700933,0.01589825,0.0000291397,0.4302467,0.0005908363,0.0005103569,0.0008708894,0.09210107,0.001023556],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929024,0.00008855383,0.00212052,0.0007260176,0.0007993945,0.00006740801,0.00002222374,0.000006165824,0.003267348],"genre_scores_gemma":[0.9952289,0.000324241,0.000360397,0.00002041668,0.0002634556,1.157984e-8,0.000005192522,0.000004013369,0.003793341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2073353,"threshold_uncertainty_score":0.9874464,"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."}}