{"id":"W2779755639","doi":"10.21817/ijet/2017/v9i6/170906308","title":"Perception towards Development of Employability Skills by Students: A Module Analysis","year":2017,"lang":"en","type":"article","venue":"International Journal of Engineering and Technology","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Northumbria University","keywords":"Employability; Perception; Psychology; Mathematics education; Computer science; Pedagogy; Neuroscience","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001155124,0.0001881283,0.0001996522,0.0009987843,0.0002798735,0.0009203276,0.0002026706,0.0003850658,0.00310192],"category_scores_gemma":[0.004966433,0.0001030585,0.0003390244,0.0005778924,0.0002884117,0.0005128916,0.0007795658,0.0004454404,0.000537615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002222856,"about_ca_system_score_gemma":0.0002603912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005325835,"about_ca_topic_score_gemma":0.0005652027,"domain_scores_codex":[0.9994289,0.0001291338,0.00005074721,0.00004457581,0.0002325593,0.0001140645],"domain_scores_gemma":[0.9971727,0.001010933,0.0005170755,0.0001036632,0.0006809402,0.0005146079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001103968,0.0005560512,0.9463633,0.00006839227,0.0000267361,0.0001692181,0.01568548,0.0001470455,0.005401827,0.0001337218,0.0003704439,0.03096723],"study_design_scores_gemma":[0.000002735261,0.0007470638,0.9833325,0.00001687052,0.00001031618,0.000142284,0.01303559,0.0003768894,0.001013505,0.00007488514,0.001234643,0.00001276094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992551,0.00001326938,0.0001505853,0.00002421229,0.000001377845,0.00001188789,0.00003728779,0.000003193608,0.0005030922],"genre_scores_gemma":[0.9989763,0.00003266627,0.0001386536,0.0000189102,0.000002933604,0.00001900976,0.00008510498,0.000001820794,0.0007245785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00310192,"threshold_uncertainty_score":0.01037693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01099653412315053,"score_gpt":0.3480868446250466,"score_spread":0.3370903105018961,"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."}}