{"id":"W2599705120","doi":"10.3968/9239","title":"Empirical Study of Career Management and Engagement","year":2017,"lang":"en","type":"article","venue":"Canadian social science","topic":"Human Resource and Talent Management","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Affect (linguistics); Career management; Mediation; Promotion (chess); Psychology; Vocational education; Social psychology; Public relations; Applied psychology; Sociology; Political science; Pedagogy; Politics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006950318,0.0001110659,0.0001364895,0.0003782056,0.002414264,0.0007253701,0.0008211958,0.00002337941,0.0001059308],"category_scores_gemma":[0.00004040571,0.0001088583,0.0000284057,0.0002486683,0.0004771182,0.000615434,0.0005754885,0.00007589852,0.00004389585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000094016,"about_ca_system_score_gemma":0.00003169494,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01575499,"about_ca_topic_score_gemma":0.02455944,"domain_scores_codex":[0.998653,0.000007307679,0.0001546801,0.000332502,0.0004582882,0.0003942397],"domain_scores_gemma":[0.9993458,0.000004699999,0.0001476268,0.0003570161,0.00008763549,0.00005725046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005339176,0.0001169307,0.9381866,0.00008215709,0.00003907214,0.00008253686,0.001601104,0.000001412167,0.00001024068,0.03717988,0.00584983,0.01684489],"study_design_scores_gemma":[0.0004286901,0.00001530885,0.8335079,0.00001012372,0.00004864516,1.259587e-7,0.009877314,0.00004800446,0.000001564655,0.0003374011,0.1555694,0.0001555154],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6546368,0.000007970115,0.000002433806,0.0003630822,0.000124455,0.0002973494,8.970051e-7,0.0000123897,0.3445546],"genre_scores_gemma":[0.9983112,0.000001653469,0.00001156907,0.0007444492,0.0002641677,0.00001757979,9.068034e-7,0.000008115456,0.0006403964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3439142,"threshold_uncertainty_score":0.9988844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06420288787375619,"score_gpt":0.2933786094967133,"score_spread":0.2291757216229572,"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."}}