{"id":"W2471995140","doi":"","title":"Professional Skills Needed by Our Graduates.","year":2013,"lang":"en","type":"article","venue":"Chemical Engineering Education","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Creativity; Teamwork; Accreditation; Psychology; Medical education; Empathy; Engineering education; Lifelong learning; Emotional intelligence; Soft skills; Social skills; Skills management; Consistency (knowledge bases); Value (mathematics); Critical thinking; Communication skills; Professional development; Pedagogy; Engineering; Medicine; Management; Social psychology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.00123164,0.0001564947,0.0001415043,0.0003977982,0.0008123782,0.0009422896,0.0002765254,0.0007678037,0.0143685],"category_scores_gemma":[0.005697235,0.0001171139,0.0002236406,0.0002597713,0.0005164362,0.0005143277,0.0007278097,0.0008794842,0.003998177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000389207,"about_ca_system_score_gemma":0.002167547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001184534,"about_ca_topic_score_gemma":0.003086994,"domain_scores_codex":[0.9989182,0.0002008087,0.00005856436,0.00007303176,0.0004172579,0.000332213],"domain_scores_gemma":[0.9930541,0.0008273977,0.001050219,0.0002494678,0.001409239,0.003409684],"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":[0.0001060925,0.001001622,0.2878906,0.0009354496,0.00004499951,0.001973894,0.02197539,0.0003570537,0.02535395,0.003904729,0.1059286,0.5505276],"study_design_scores_gemma":[0.00004953393,0.001430626,0.5806745,0.0007012552,0.00004872359,0.01151761,0.02930478,0.0004790915,0.003529798,0.005067539,0.3671293,0.000067309],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.863566,0.003921765,0.002912025,0.04698429,0.002026213,0.0001711167,0.0003714096,0.000295264,0.07975201],"genre_scores_gemma":[0.9393463,0.002616601,0.006783672,0.01080229,0.0006509093,0.00008796897,0.0003262651,0.00004941634,0.03933657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0143685,"threshold_uncertainty_score":0.04806745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002508214878116843,"score_gpt":0.2027629933780411,"score_spread":0.2002547784999243,"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."}}