{"id":"W2511383579","doi":"10.1002/cdq.12054","title":"Introduction to the Special Issue: Career Development and Intervention in Chinese Contexts","year":2016,"lang":"en","type":"article","venue":"The Career Development Quarterly","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Career development; Intervention (counseling); Career counseling; Indigenous; Collectivism; Psychology; Economic shortage; Vocational education; Medical education; Pedagogy; Sociology; Political science; Medicine; Government (linguistics); Individualism","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":[0.001836346,0.0002471999,0.0002305802,0.0001811426,0.0008463139,0.0001864439,0.000529494,0.00009425796,0.0006210101],"category_scores_gemma":[0.0001275324,0.0001320406,0.0000600911,0.0004671914,0.0001948415,0.0003317872,0.0001204348,0.0001132397,0.0005333264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007967902,"about_ca_system_score_gemma":0.0003397248,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006473061,"about_ca_topic_score_gemma":0.05740622,"domain_scores_codex":[0.9976997,0.0002609018,0.0004219995,0.0004412097,0.0006631438,0.0005129911],"domain_scores_gemma":[0.9991357,0.0001322753,0.00009988348,0.000267774,0.0002043128,0.0001600384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008919711,0.00003815294,0.02815778,0.000006427788,0.00004309813,0.000005669467,0.2814657,4.625436e-7,0.00004824727,0.0005119463,0.0318538,0.6577795],"study_design_scores_gemma":[0.0006306534,0.00005322031,0.2225152,0.0000394492,0.000007776569,0.000001976721,0.01466388,2.834454e-7,0.0001522081,0.0001443893,0.7615459,0.0002450463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9565613,0.0001145725,0.0003595988,0.03611712,0.002546471,0.0008611286,0.000005166618,0.00007602699,0.003358592],"genre_scores_gemma":[0.9777417,0.00002037146,0.000404126,0.0003637522,0.004776726,0.0001045347,0.00001343291,0.00001653465,0.01655884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7296921,"threshold_uncertainty_score":0.9597936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01632427219111275,"score_gpt":0.248446445815101,"score_spread":0.2321221736239882,"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."}}