{"id":"W4405675782","doi":"10.24908/pceea.2024.18523","title":"Learning materials for community engagement in engineering design courses","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Community engagement; Engineering; Engineering ethics; Mathematics education; Psychology; Engineering management; Architectural engineering; Political science; Public relations","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00161525,0.0002078178,0.0001974271,0.0005232558,0.0001307429,0.0001994877,0.0002760465,0.0001447046,0.00002710064],"category_scores_gemma":[0.001097371,0.0002200839,0.00006628039,0.0006213424,0.000006644572,0.0002078144,0.00001879921,0.0004960375,0.000008177792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003719537,"about_ca_system_score_gemma":0.0004993301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001001747,"about_ca_topic_score_gemma":0.0005580756,"domain_scores_codex":[0.9988467,0.0000153415,0.0003677138,0.0001430861,0.000251742,0.0003754857],"domain_scores_gemma":[0.9992634,0.0001923952,0.00006665991,0.00008774637,0.0002586274,0.0001311453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004507107,0.000141851,0.006905332,0.007112174,0.0004415519,3.793252e-7,0.01450785,0.7902654,0.06669913,0.01784718,0.09301369,0.003060935],"study_design_scores_gemma":[0.0008850084,0.0001143252,0.1115824,0.004938072,0.0002341727,0.00001798457,0.003784762,0.3738436,0.1316268,0.000511921,0.3701445,0.002316451],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725649,0.001084284,0.003690047,0.002386393,0.01440924,0.002248066,0.00006657824,0.001451958,0.002098485],"genre_scores_gemma":[0.9956776,0.00003486695,0.002949008,0.00003456795,0.0001564218,0.0003928083,0.00001693536,0.00007636945,0.0006613969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4164219,"threshold_uncertainty_score":0.9726459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01570484194229115,"score_gpt":0.2253222549590119,"score_spread":0.2096174130167207,"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."}}