{"id":"W4214727205","doi":"10.5539/ies.v15n2p14","title":"21st Century Skills for Higher Education Students in EU Countries: Perception of Academicians and HR Managers","year":2022,"lang":"en","type":"article","venue":"International Education Studies","topic":"Human Resources and Workforce","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Erasmus+; European Commission","keywords":"Perception; Higher education; Czech; Sample (material); Psychology; Human resources; Pedagogy; Public relations; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007752583,0.0002312389,0.0005314564,0.002198519,0.0006026258,0.002336772,0.0003341011,0.0006355782,0.001678011],"category_scores_gemma":[0.01177465,0.0001768179,0.000618185,0.002877238,0.0005115896,0.001213414,0.001281736,0.0005140554,0.0001080283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007755579,"about_ca_system_score_gemma":0.001126133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003037958,"about_ca_topic_score_gemma":0.00331318,"domain_scores_codex":[0.9972133,0.001280792,0.0003685091,0.0002143223,0.0005893484,0.0003337143],"domain_scores_gemma":[0.9896064,0.004468145,0.003584749,0.0002050437,0.0009240896,0.001211506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001364324,0.0001163365,0.9710821,0.0003171771,0.0002433332,0.0001373164,0.009867129,0.0001292311,0.0001036264,0.000355633,0.0005546163,0.0169571],"study_design_scores_gemma":[0.00001446963,0.0001966789,0.9506318,0.0002964923,0.0001008306,0.0001184418,0.04674207,0.0001535343,0.0001131039,0.0001470875,0.001475262,0.00001033624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965089,0.001909824,0.00007307479,0.000417107,0.00001477315,0.000007395977,0.00008256621,0.000001562264,0.0009847468],"genre_scores_gemma":[0.9991317,0.0005027002,0.00004743497,0.0001190342,0.000008109758,0.000007840273,0.00007383071,7.291998e-7,0.0001085728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007752583,"threshold_uncertainty_score":0.04100007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03208295894769022,"score_gpt":0.4250180921667787,"score_spread":0.3929351332190885,"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."}}