{"id":"W4403764217","doi":"10.24908/pceea.2023.17088","title":"Developing a Catalogue of Environmental Sustainability Tools to Inform Biomedical Engineering Design Education","year":2024,"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":"University of British Columbia","funders":"","keywords":"Sustainability; Engineering ethics; Engineering management; Engineering; Biology; Ecology","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":[0.01381521,0.002589858,0.002026126,0.03972409,0.002120094,0.007437125,0.003618882,0.00385315,0.01269987],"category_scores_gemma":[0.04994246,0.001654405,0.00306154,0.02450549,0.001482139,0.01079589,0.005385349,0.003365872,0.009810071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003437816,"about_ca_system_score_gemma":0.0143077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01142138,"about_ca_topic_score_gemma":0.02697735,"domain_scores_codex":[0.9876374,0.002643159,0.004130111,0.0005905333,0.004497342,0.0005013227],"domain_scores_gemma":[0.9557309,0.02263194,0.003548151,0.00447317,0.0124222,0.001193496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000616085,0.000242865,0.002482272,0.01970442,0.0001122029,0.0006415998,0.003827198,0.003454196,0.004088729,0.05718574,0.07614908,0.8320501],"study_design_scores_gemma":[0.00002464999,0.00005970219,0.001701624,0.01709539,0.0000933923,0.0006374966,0.000943671,0.00171924,0.001934441,0.02056321,0.955131,0.00009615467],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009483581,0.05740942,0.6974294,0.01106998,0.001631117,0.00507019,0.02264809,0.01337138,0.1818869],"genre_scores_gemma":[0.01757887,0.04966781,0.8803294,0.001917883,0.0002024366,0.002897732,0.02816095,0.001875476,0.01736943],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03972409,"threshold_uncertainty_score":0.07306266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007438507641486556,"score_gpt":0.2051405721938372,"score_spread":0.1977020645523506,"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."}}