{"id":"W2078516566","doi":"10.5539/ass.v8n9p103","title":"Graduates’ Employability Skills Based on Current Job Demand through Electronic Advertisement","year":2012,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Employability; Soft skills; Excellence; Unemployment; Bachelor; Teamwork; Work (physics); Descriptive statistics; Medical education; Quality (philosophy); Psychology; Public relations; Marketing; Business; Pedagogy; Management; Political science; Engineering; Economics; Medicine","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":[0.00353472,0.0001704867,0.0001838549,0.00006777471,0.002471998,0.0001322678,0.0006275463,0.00008099982,0.0004314664],"category_scores_gemma":[0.0005340098,0.0001608258,0.0001223595,0.001373444,0.001862451,0.0007000604,0.00005489606,0.0002655563,0.0002949617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001463111,"about_ca_system_score_gemma":0.001245259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004458083,"about_ca_topic_score_gemma":0.0002677292,"domain_scores_codex":[0.9961209,0.0004416602,0.0002743102,0.0004748112,0.001286367,0.001401988],"domain_scores_gemma":[0.9989008,0.0001125472,0.0001049142,0.0003074992,0.0001766276,0.0003976474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001329587,0.00134273,0.7216005,0.00001420648,0.000004544245,1.64218e-7,0.06054847,0.000001015189,0.0000719298,0.1488554,0.003464399,0.06408336],"study_design_scores_gemma":[0.0002074396,0.00004904014,0.8712768,0.00001131909,0.00001226712,8.993366e-8,0.0008850613,0.00000174111,0.0001357882,0.01670428,0.1104549,0.000261329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6674729,0.000202026,0.001984057,0.01727291,0.00491903,0.001223605,0.00001282247,0.0003563518,0.3065563],"genre_scores_gemma":[0.9979484,0.00001614676,0.0002003632,0.0006962264,0.0008552392,0.00005585,0.000002496839,0.000009557732,0.0002157097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3304755,"threshold_uncertainty_score":0.9988266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02633519407242284,"score_gpt":0.3729050529838972,"score_spread":0.3465698589114743,"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."}}