{"id":"W2128268181","doi":"10.24908/pceea.v0i0.5857","title":"Using Career Education to Help Students Build and Articulate Employability Skills","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Employability; Internship; Graduation (instrument); Medical education; Psychology; Career development; Vocational education; Work (physics); Value (mathematics); Pedagogy; Engineering; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003538432,0.0006944706,0.0004511528,0.001176781,0.00312618,0.005497559,0.001268643,0.001623,0.0405983],"category_scores_gemma":[0.00731576,0.0003924531,0.0005943839,0.0007046282,0.0009461814,0.004546668,0.009324651,0.004054068,0.0161905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001308292,"about_ca_system_score_gemma":0.005110433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007980075,"about_ca_topic_score_gemma":0.004177038,"domain_scores_codex":[0.9980557,0.0006732668,0.00008045754,0.0001287463,0.0005516259,0.0005103364],"domain_scores_gemma":[0.9959894,0.00062379,0.0004048756,0.0002882133,0.0006791729,0.002014606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005581089,0.003089298,0.008275167,0.0004179311,0.0000122886,0.0002846846,0.01626635,0.0001910447,0.00185246,0.01214235,0.1998084,0.7576042],"study_design_scores_gemma":[0.00006279959,0.000570591,0.01486981,0.001088005,0.00001647731,0.0005495359,0.02280984,0.0005324786,0.001542798,0.02172619,0.9361684,0.00006307678],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2763916,0.01035837,0.06404884,0.1177149,0.005569794,0.00166986,0.001131808,0.004099948,0.5190149],"genre_scores_gemma":[0.4348152,0.0161749,0.1425081,0.0230545,0.0007026836,0.001830957,0.002157949,0.0005580789,0.3781976],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0405983,"threshold_uncertainty_score":0.1358148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01176921319915943,"score_gpt":0.2375251104390072,"score_spread":0.2257558972398477,"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."}}