{"id":"W4415515973","doi":"10.1016/j.aei.2025.103989","title":"Artificial intelligence for eco-design: a systematic review","year":2025,"lang":"en","type":"article","venue":"Advanced Engineering Informatics","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Applications of artificial intelligence; Artificial Intelligence System; Artificial intelligence, situated approach; Artificial neural network","routes":{"ca_aff":true,"ca_fund":true,"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":[0.010368,0.001562512,0.004484447,0.01251588,0.0007957417,0.003710088,0.002510477,0.00231643,0.007752154],"category_scores_gemma":[0.05053389,0.0008916126,0.005825213,0.0126817,0.001183624,0.003271617,0.002217824,0.001909181,0.0007682029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004553586,"about_ca_system_score_gemma":0.02003707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007186714,"about_ca_topic_score_gemma":0.02069636,"domain_scores_codex":[0.9905847,0.003814495,0.002754131,0.0006128491,0.002001712,0.0002321118],"domain_scores_gemma":[0.9563607,0.03417169,0.00437441,0.0007567509,0.003947615,0.0003887361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006532671,0.00002887937,0.0003292148,0.8719526,0.001925453,0.00009100969,0.0002602722,0.000254538,0.0001207892,0.001272974,0.005607468,0.1180914],"study_design_scores_gemma":[0.00005421118,0.00007735458,0.001031444,0.9348541,0.007214904,0.0002250656,0.0002071568,0.0001267821,0.0001000493,0.001078403,0.05500307,0.00002745489],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002285233,0.9978799,0.0003494031,0.0005423761,0.0001288794,0.0002079121,0.0001849293,0.0000100759,0.0004680236],"genre_scores_gemma":[0.003596023,0.9940063,0.00101431,0.0005967723,0.00006079709,0.0004641205,0.0001351976,0.000006232405,0.0001202298],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01251588,"threshold_uncertainty_score":0.0548318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01203187309529329,"score_gpt":0.236744399296253,"score_spread":0.2247125262009597,"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."}}