{"id":"W7116108167","doi":"10.82417/63h7-fj19","title":"Life cycle assessment of the spark assisted chemical engraving (SACE) micro-machining method","year":2025,"lang":"en","type":"other","venue":"Espace ÉTS (ETS)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Life-cycle assessment; Electricity; Environmental impact assessment; Production (economics); SPARK (programming language); Energy consumption; Greenhouse gas","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001799905,0.0009873923,0.001535573,0.0006451626,0.0001607895,0.0001333929,0.001605471,0.0009258717,0.002832075],"category_scores_gemma":[0.001799115,0.0008114461,0.0006814323,0.001237368,0.0002493269,0.00006565612,0.001054354,0.001758855,0.0004434293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005520525,"about_ca_system_score_gemma":0.00154408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006891689,"about_ca_topic_score_gemma":0.0002986309,"domain_scores_codex":[0.9944679,0.001420862,0.000781075,0.001251074,0.001196836,0.0008823198],"domain_scores_gemma":[0.9950936,0.0007910336,0.001489142,0.002117386,0.0001460104,0.0003628716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007222717,0.0004411072,0.002228864,0.0006319691,0.001557139,0.00001984794,0.0004927945,0.0003179514,0.1768351,0.001953159,0.8125079,0.002941985],"study_design_scores_gemma":[0.00214279,0.00003696565,0.006439781,0.004383762,0.001200837,0.00002268393,0.0004258183,0.002550418,0.01873114,0.0000943917,0.962369,0.001602451],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001233249,0.001907068,0.006749622,0.001838636,0.00170336,0.001716523,0.0009387435,0.0009638281,0.982949],"genre_scores_gemma":[0.02268648,0.00004805534,0.2009259,0.0008376261,0.0007989802,0.0001293191,0.0001597706,0.002889895,0.771524],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.211425,"threshold_uncertainty_score":0.9994336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01530139259735897,"score_gpt":0.3311567101591633,"score_spread":0.3158553175618043,"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."}}