{"id":"W2032051594","doi":"10.1108/13620430810880781","title":"Choosing a career in management: an interdisciplinary multicultural perspective","year":2008,"lang":"en","type":"article","venue":"Career Development International","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Originality; Perspective (graphical); Vocational education; Value (mathematics); Multiculturalism; Career management; Psychology; Sociology; Career development; Engineering ethics; Public relations; Knowledge management; Pedagogy; Social science; Qualitative research; Computer science; Political science; Engineering","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":[0.0003064419,0.0001014847,0.00009260117,0.0001651614,0.0005350828,0.00005613457,0.0004283005,0.00005856666,0.0003575558],"category_scores_gemma":[0.00003132428,0.0001061988,0.00004274079,0.0001636825,0.0001260043,0.0005520622,0.0003073225,0.0001223441,0.00007387246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001151416,"about_ca_system_score_gemma":0.0001154068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000739775,"about_ca_topic_score_gemma":0.001958586,"domain_scores_codex":[0.9986522,0.00008054385,0.0001790763,0.0002832788,0.0005632366,0.0002417124],"domain_scores_gemma":[0.9994809,0.00001641409,0.00004581954,0.00008316085,0.000277917,0.00009579881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00004489762,0.0002091223,0.1066838,0.000009030313,0.0001143524,0.000172385,0.8717546,0.00005593627,0.00002196382,0.01656091,0.001571747,0.002801282],"study_design_scores_gemma":[0.0007137472,0.00001252233,0.6218331,0.00004879402,0.000006519129,0.000006998995,0.3597601,0.00007873733,0.00008796255,0.0006700704,0.0164855,0.0002959456],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.85398,0.00002646402,0.0002290346,0.001318774,0.0008163208,0.0001885427,0.000007670616,0.00006177786,0.1433714],"genre_scores_gemma":[0.992601,0.00001919879,0.003227212,0.000146599,0.0001060437,0.000014693,0.00005411172,0.000005046129,0.003826051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5151494,"threshold_uncertainty_score":0.4330661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.144621604915793,"score_gpt":0.3426380962804349,"score_spread":0.1980164913646419,"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."}}