{"id":"W6945166107","doi":"10.21427/zw4n-1766","title":"Use Of The Triple-Bottom Line Framework To Examine The Design Tendencies Of First Year Engineering Students","year":2023,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Engineering design process; Engineering education; Design education; Process (computing); Design process; Selection (genetic algorithm); Interactive design; Profit (economics); Design thinking","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":[0.005816641,0.000602684,0.0003437343,0.004121787,0.001292023,0.003197701,0.000724436,0.0006583767,0.002523125],"category_scores_gemma":[0.01339001,0.0002814678,0.0006565574,0.001593829,0.001300149,0.001455433,0.002185285,0.001172361,0.0004346179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001594608,"about_ca_system_score_gemma":0.001630882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001743933,"about_ca_topic_score_gemma":0.003003393,"domain_scores_codex":[0.9951962,0.002486783,0.0002569619,0.0004715534,0.001215757,0.0003727857],"domain_scores_gemma":[0.984946,0.006768614,0.002798326,0.0009660716,0.003268046,0.001252998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005791082,0.001991591,0.5031066,0.0004356032,0.0001648607,0.0005125513,0.1416884,0.004845531,0.02101995,0.01645585,0.004788257,0.3044117],"study_design_scores_gemma":[0.0001738225,0.004191033,0.6834417,0.0005618377,0.0001125037,0.00115003,0.2037559,0.03169057,0.01652163,0.02089494,0.03715298,0.0003530483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706135,0.00005492816,0.0206983,0.0002603116,0.00001325839,0.0002742158,0.0001280596,0.0001069575,0.007850296],"genre_scores_gemma":[0.9504363,0.0000702715,0.04592135,0.0001210264,0.000004028664,0.0006892774,0.000204597,0.00003977294,0.002513303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005816641,"threshold_uncertainty_score":0.03076172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03760697235176085,"score_gpt":0.2181304690296565,"score_spread":0.1805234966778956,"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."}}