{"id":"W4414794215","doi":"10.1680/jenge.25.00093","title":"Embodied carbon calculation for geosynthetic products and implication for engineering projects","year":2025,"lang":"en","type":"article","venue":"Environmental Geotechnics","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Carbon footprint; Geosynthetics; Product (mathematics); Sustainability; Carbon fibers; Life-cycle assessment; Credibility","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002748774,0.0002028793,0.0001624263,0.00004693523,0.0001529215,0.00002205787,0.0001227321,0.0001264779,0.00001353696],"category_scores_gemma":[0.0000995017,0.0002090354,0.00005582717,0.0001058138,0.0001422588,0.0001313666,0.0001763797,0.00008985539,0.000003496735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000586328,"about_ca_system_score_gemma":0.000007852103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003748277,"about_ca_topic_score_gemma":0.0000026059,"domain_scores_codex":[0.9987882,0.00001352423,0.000229936,0.0004937847,0.0001347185,0.0003398735],"domain_scores_gemma":[0.9994722,0.00006355245,0.00006549616,0.0003354021,0.000002056579,0.00006128626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003514021,0.0009177097,0.05364781,0.0007778204,0.00009196856,0.000001734843,0.001087231,0.02333017,0.8409967,0.002997399,0.0008737841,0.07492628],"study_design_scores_gemma":[0.003121456,0.000770656,0.4089181,0.00007811248,0.0002978638,0.00001927422,0.0006326564,0.2670138,0.1920291,0.005856086,0.1197837,0.001479186],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886567,0.0001244383,0.007064417,0.0004461781,0.00007628847,0.003043565,0.00003367532,0.00008237312,0.0004723411],"genre_scores_gemma":[0.9945235,0.00003249236,0.003901996,0.00005721145,0.00002109085,0.0006380731,0.00005899532,0.00002515438,0.0007414662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6489676,"threshold_uncertainty_score":0.8524218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005660045813159808,"score_gpt":0.2217734937512643,"score_spread":0.2161134479381045,"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."}}