{"id":"W2135689374","doi":"10.5430/ijhe.v4n2p81","title":"Active Learning for Creating Innovators: Employability Skills beyond Industrial Needs","year":2015,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Employability; Active learning (machine learning); Skills management; Higher education; Business; Medical education; Engineering; Public relations; Pedagogy; Psychology; Political science; Marketing; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004106246,0.0002787407,0.0001994427,0.000873567,0.001317704,0.003426791,0.0005805992,0.0007314706,0.004156949],"category_scores_gemma":[0.006714874,0.0001596272,0.0003181314,0.0005038456,0.001355224,0.002952979,0.00334133,0.001161503,0.0004658212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000853075,"about_ca_system_score_gemma":0.00237495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005282087,"about_ca_topic_score_gemma":0.001110424,"domain_scores_codex":[0.9983645,0.0006148829,0.00009647601,0.0001380382,0.0004850149,0.0003010874],"domain_scores_gemma":[0.993355,0.002509449,0.0009530665,0.0005273782,0.000645749,0.002009431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001231089,0.004907784,0.2774142,0.001059932,0.00005536344,0.0009343793,0.07724223,0.000501942,0.01790517,0.04512795,0.00448034,0.5702476],"study_design_scores_gemma":[0.0001025041,0.002050071,0.7308623,0.0007267701,0.00009919118,0.001090635,0.08016194,0.004280326,0.009398204,0.06289063,0.1082222,0.0001151991],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9349199,0.0005178303,0.005727591,0.002306098,0.00004121282,0.0002162672,0.0000252459,0.00004022535,0.0562056],"genre_scores_gemma":[0.9925851,0.0002690748,0.003292402,0.000218232,0.00002203752,0.00008911741,0.00002417476,0.000007809675,0.003491974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004156949,"threshold_uncertainty_score":0.02171612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02956789555055798,"score_gpt":0.3127684153048202,"score_spread":0.2832005197542622,"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."}}