{"id":"W4411816279","doi":"10.69997/sct.171756","title":"Integrated LCA and Eco-design Process for Hydrogen Technologies: Case Study of the Solid Oxide Electrolyser","year":2025,"lang":"en","type":"article","venue":"Systems and Control Transactions","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"European Commission","keywords":"Process (computing); Process engineering; Oxide; Hydrogen; Computer science; Materials science; Engineering; Chemistry; Metallurgy; Operating system","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":[0.0002300198,0.0001127997,0.000196433,0.00002899948,0.0002901873,0.00002111346,0.00008917774,0.00006692288,0.000007358784],"category_scores_gemma":[0.00001736844,0.00007279716,0.00003927424,0.0001697642,0.0001682939,0.00009749309,0.00000824437,0.00009956951,2.465959e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008157657,"about_ca_system_score_gemma":0.00001671306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00164687,"about_ca_topic_score_gemma":0.0006474764,"domain_scores_codex":[0.9992591,0.0000805005,0.0002114926,0.0002035657,0.00007894617,0.0001663713],"domain_scores_gemma":[0.9996461,0.00007789003,0.00005366052,0.0001855327,0.000009262905,0.00002753263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001884767,0.006977386,0.3859054,0.001552379,0.002606234,0.0001423217,0.02114835,0.1830444,0.3315747,0.0002882926,0.0001842473,0.06469144],"study_design_scores_gemma":[0.02241868,0.004425339,0.04005466,0.0002272166,0.002477735,0.00117293,0.6161554,0.2410899,0.06412217,0.004638941,0.001807788,0.001409237],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9414256,0.0001789888,0.05601457,0.0001497435,0.00002593264,0.002098342,0.00001520484,0.00003365194,0.00005794484],"genre_scores_gemma":[0.9992216,0.000008512055,0.00001602635,0.00001718566,0.000001593902,0.000426925,1.854253e-7,0.000005658154,0.0003023529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5950071,"threshold_uncertainty_score":0.2968582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009464310032072381,"score_gpt":0.2558309300843983,"score_spread":0.246366620052326,"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."}}