{"id":"W1886108830","doi":"10.3968/j.hess.1927024020140602.4429.4429","title":"Analysis About the Education and Cultivation Approaches of the Undergraduates' Vocational Attainment","year":2014,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Face (sociological concept); Task (project management); Educational attainment; Meaning (existential); Psychology; Mathematics education; Sociology; Pedagogy; Economic growth; Management; Social science; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.001899048,0.00007665896,0.0001210433,0.0001167828,0.001219605,0.00007001551,0.0004774464,0.0000515871,0.0001314037],"category_scores_gemma":[0.0002707523,0.00005228984,0.00007911746,0.002431293,0.002405471,0.0002256188,0.00004721337,0.00007337704,0.000002667687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002097679,"about_ca_system_score_gemma":0.001978728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001202648,"about_ca_topic_score_gemma":0.00007692434,"domain_scores_codex":[0.9982566,0.0003354253,0.0002772268,0.0002375773,0.0007319672,0.0001612585],"domain_scores_gemma":[0.9986817,0.0001629302,0.0003417119,0.0002458318,0.0004965808,0.00007123433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000001499529,0.0002728529,0.1283226,0.00001006815,0.00001440277,2.434193e-10,0.02180221,0.000005510954,0.0001368024,0.8404648,0.000523089,0.008446166],"study_design_scores_gemma":[0.00003437281,0.000005257602,0.9555172,0.00000686201,0.00005971015,4.40277e-8,0.006100305,0.00000911387,0.0001482142,0.01116416,0.0268937,0.00006106021],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7906749,0.0001454331,0.000277842,0.03963182,0.001741448,0.0005852623,0.000003930593,0.00002470694,0.1669146],"genre_scores_gemma":[0.9938747,0.000007857037,0.0002795505,0.0003436589,0.0002714347,0.00005158896,0.000005156644,0.000003338718,0.00516272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8293006,"threshold_uncertainty_score":0.9380339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04840257034146411,"score_gpt":0.3532014681805424,"score_spread":0.3047988978390783,"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."}}