{"id":"W2105510416","doi":"10.24908/pceea.v0i0.3835","title":"INTEGRATING CHEMICAL PROCESS DESIGN THROUGHOUT THE CURRICULUM","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Capstone; Curriculum; Engineering design process; Process (computing); Engineering ethics; Computer science; Engineering; Mathematics education; Mechanical engineering; Pedagogy; Psychology","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":[0.0004272403,0.0001922992,0.0001543093,0.0001455995,0.0001264322,0.00006571448,0.0004877797,0.0001911371,0.00003657877],"category_scores_gemma":[0.0007354557,0.0001432647,0.00008035768,0.0007251611,0.00003094874,0.0002190754,0.00001714291,0.0003995858,0.00001174007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001118247,"about_ca_system_score_gemma":0.0003201958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002402967,"about_ca_topic_score_gemma":0.0003124686,"domain_scores_codex":[0.998861,0.000005427064,0.0003085434,0.0001570894,0.0003019298,0.0003659996],"domain_scores_gemma":[0.9991616,0.00004308483,0.0001332216,0.0001217496,0.0003515506,0.0001887958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001692165,0.0009609709,0.1189357,0.007216799,0.001552141,7.393006e-7,0.09111901,0.017301,0.06195486,0.0972473,0.5750982,0.02859633],"study_design_scores_gemma":[0.001226517,0.0001391735,0.1764017,0.002516586,0.0007300531,0.00008231717,0.01273382,0.4279785,0.2776022,0.01023899,0.08638999,0.003960189],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9172345,0.001061291,0.004136954,0.008764411,0.01661124,0.002481116,0.00004738291,0.001734954,0.04792814],"genre_scores_gemma":[0.996056,0.000008807345,0.003080269,0.0001085358,0.0002833981,0.000134948,0.000005387972,0.00004625916,0.0002763771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4887083,"threshold_uncertainty_score":0.5842165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00960323280628409,"score_gpt":0.2086197989788773,"score_spread":0.1990165661725932,"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."}}