{"id":"W4372199060","doi":"10.1108/heswbl-08-2022-0181","title":"Future of work – apprehensions and excitement of management graduates","year":2023,"lang":"en","type":"article","venue":"Higher Education Skills and Work-based Learning","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Canada West","funders":"","keywords":"Employability; Mindset; Preparedness; Originality; Thematic analysis; Work (physics); Perspective (graphical); Value (mathematics); Engineering ethics; Public relations; Perception; Pedagogy; Psychology; Sociology; Qualitative research; Medical education; Political science; Engineering; Social science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000507598,0.00009480504,0.0001514437,0.000160561,0.0002919199,0.00003318695,0.0000768797,0.0000639882,0.0003517797],"category_scores_gemma":[0.00002624044,0.000090354,0.00004001107,0.001035143,0.0001929597,0.00005721732,0.00002841899,0.0001047069,0.00001270887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002769111,"about_ca_system_score_gemma":0.0001119198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001006673,"about_ca_topic_score_gemma":0.000006636163,"domain_scores_codex":[0.9989219,0.0001948262,0.0002365027,0.0002193854,0.0002449138,0.000182444],"domain_scores_gemma":[0.9992866,0.0001944415,0.0001400904,0.0001427436,0.0001171562,0.000118986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007764375,0.0002239783,0.9508218,0.00008409022,0.00001676961,1.399176e-7,0.005171026,0.0001128259,0.000007950528,0.01008534,0.004388256,0.02908008],"study_design_scores_gemma":[0.0001279743,0.00001463683,0.7711995,0.0001231284,0.00001981441,2.729575e-8,0.0006296125,1.427355e-7,0.00001398745,0.0004328816,0.2273535,0.00008476672],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898935,0.000719358,0.00002184544,0.007582099,0.0008119501,0.0002427238,0.00000106631,0.00006972365,0.0006577409],"genre_scores_gemma":[0.9848551,0.0003977802,0.001377038,0.0001444417,0.0001779275,0.00004337079,0.00002213638,0.00001024078,0.01297199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2229653,"threshold_uncertainty_score":0.3851741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0189853655991969,"score_gpt":0.3190144237923475,"score_spread":0.3000290581931506,"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."}}