{"id":"W2101712973","doi":"10.24908/pceea.v0i0.3710","title":"FIRST-YEAR ENGINEERING BICYCLE DISSECTION AS AN INTRODUCTION TO SUSTAINABLE DESIGN","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Cornerstone; Sustainability; Engineering design process; Engineering management; Graphics; Engineering education; Engineering; Computer science; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003524537,0.001986418,0.001011762,0.001484683,0.003907074,0.004441709,0.00195504,0.002156807,0.09852257],"category_scores_gemma":[0.00521922,0.0007523374,0.0007506254,0.00142272,0.001645036,0.002175884,0.005245551,0.003634741,0.03210114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00386705,"about_ca_system_score_gemma":0.005673969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002438728,"about_ca_topic_score_gemma":0.017666,"domain_scores_codex":[0.9982834,0.0003935208,0.00008523749,0.0001996362,0.0006757618,0.0003625941],"domain_scores_gemma":[0.9946554,0.0007202122,0.0001221615,0.0003461957,0.00126453,0.002891588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002637306,0.002746587,0.004870845,0.000763946,0.0000130524,0.0008598057,0.01317715,0.002007938,0.01098576,0.0283694,0.6024239,0.333518],"study_design_scores_gemma":[0.00002460765,0.0005943816,0.006975993,0.0003567041,0.000003828106,0.00106506,0.005163973,0.0009872265,0.002768157,0.00752959,0.9744833,0.0000472683],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1354753,0.006661396,0.06731687,0.01681374,0.01550943,0.001895471,0.001780525,0.003520501,0.7510266],"genre_scores_gemma":[0.1989286,0.006547979,0.04477894,0.00275046,0.001208343,0.0007746004,0.001683789,0.0009691794,0.742358],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09852257,"threshold_uncertainty_score":0.3295909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008809385622753671,"score_gpt":0.2023734651083791,"score_spread":0.1935640794856254,"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."}}