{"id":"W2898565241","doi":"10.5539/ass.v14n11p30","title":"Employability Skills Based on Polytechnic Graduate Job Role: Immediate Supervisor Perception","year":2018,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Employability; Psychology; Teamwork; Unit (ring theory); Skills management; CLARITY; Medical education; Supervisor; Quality (philosophy); Perception; Knowledge management; Pedagogy; Management; Mathematics education; Computer science; 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","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0035458,0.00017473,0.0001900394,0.0001656419,0.003389035,0.0002376904,0.0008807458,0.0001548131,0.001273239],"category_scores_gemma":[0.0009114179,0.0001704906,0.0001251077,0.002119643,0.005677764,0.0004682059,0.00006396182,0.0002395512,0.0007612106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007836406,"about_ca_system_score_gemma":0.001257973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002436257,"about_ca_topic_score_gemma":0.001320448,"domain_scores_codex":[0.9963647,0.0004155015,0.0002856081,0.0006920748,0.001411136,0.0008310015],"domain_scores_gemma":[0.9985374,0.00009645073,0.00009380014,0.000409996,0.0004673191,0.0003950257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007008932,0.001260773,0.3116643,0.00001655818,0.000008007136,0.000001515235,0.2066779,5.092973e-7,0.004815834,0.02378901,0.005973623,0.445722],"study_design_scores_gemma":[0.0001609344,0.0001102265,0.9805022,0.000008086422,0.000006979553,1.393837e-7,0.004348529,0.000009336428,0.0001833803,0.006290854,0.008139241,0.0002401207],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7751695,0.000002559945,0.0001712768,0.01525142,0.001452913,0.0004470371,0.00001230029,0.0003087856,0.2071842],"genre_scores_gemma":[0.9959736,0.000003430208,0.0005134003,0.001375886,0.001531955,0.00003689767,0.0000031797,0.00001312011,0.000548528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6688379,"threshold_uncertainty_score":0.9996397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02975927990556068,"score_gpt":0.3515138863238544,"score_spread":0.3217546064182938,"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."}}