{"id":"W3175808586","doi":"10.24908/pceea.vi0.14961","title":"FUTURE SKILL DEVELOPMENT IN UNDERGRADUATE STUDENTS THROUGH WORK IN STEM OUTREACH","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Actua; University of Toronto","funders":"University of Toronto","keywords":"Outreach; Employability; Teamwork; Medical education; Creativity; Psychology; Work (physics); Flexibility (engineering); Fluency; Pedagogy; Engineering; Medicine; Mathematics education; Management; Political science; Mechanical engineering","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":[0.001917544,0.0002356707,0.0001949116,0.0006766916,0.002895599,0.002896233,0.0007965754,0.0005579984,0.004559164],"category_scores_gemma":[0.003939135,0.0001654364,0.0002244343,0.0003204806,0.00116413,0.0007616919,0.002720254,0.001085449,0.0006917775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0015354,"about_ca_system_score_gemma":0.005152244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01922013,"about_ca_topic_score_gemma":0.06502859,"domain_scores_codex":[0.9985637,0.0003011211,0.00002792346,0.0000808316,0.0003490352,0.0006773836],"domain_scores_gemma":[0.9960748,0.0003132503,0.0002793731,0.00008578818,0.0007596002,0.002487255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001010119,0.003205627,0.426212,0.0003053353,0.00002265655,0.001231075,0.301574,0.0002278349,0.01182903,0.001533219,0.01077126,0.242987],"study_design_scores_gemma":[0.00002799611,0.001357091,0.4109823,0.000269161,0.00002214909,0.001454328,0.5188121,0.0006770603,0.003292498,0.001260998,0.06178567,0.00005866969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931942,0.0001224924,0.0002753505,0.0005516593,0.00002725016,0.00003575764,0.00002704939,0.00002004587,0.005746218],"genre_scores_gemma":[0.9931299,0.0002280827,0.0009270685,0.0002621084,0.000008738778,0.00002226354,0.00005259449,0.000004957694,0.005364249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01922013,"threshold_uncertainty_score":0.03821647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005256586097969841,"score_gpt":0.1992218394780876,"score_spread":0.1939652533801177,"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."}}