{"id":"W7117966187","doi":"10.1007/978-981-95-2844-8_18","title":"Commitment Against Front-Running Attacks","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"PROTO Manufacturing (Canada)","funders":"","keywords":"Joint (building); Government (linguistics); Work (physics)","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":[0.00009151343,0.000373591,0.0004870322,0.0002102002,0.00008887892,0.00004683037,0.0002485501,0.0003666705,0.002772088],"category_scores_gemma":[0.000006204307,0.0003434283,0.0002849307,0.00002912627,0.00005166726,0.00005845688,0.0000641307,0.0005336368,0.0002664812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000225347,"about_ca_system_score_gemma":0.00003501663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001035342,"about_ca_topic_score_gemma":0.00008261637,"domain_scores_codex":[0.9988765,0.0000048578,0.0003585112,0.0002871109,0.0002213257,0.0002517566],"domain_scores_gemma":[0.9992775,0.00004382716,0.00003718326,0.0005218787,0.00004696477,0.00007261101],"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":[0.0000117704,0.0000159598,0.0001914542,0.0008788811,0.002144985,0.00005912912,0.0002426957,0.3343076,0.0001294416,0.09643257,0.3506343,0.2149513],"study_design_scores_gemma":[0.0001751401,0.00001591153,0.00003496013,0.0002937804,0.0002309963,0.00000125172,0.00003159282,0.03047686,0.0003221804,0.004646467,0.9630536,0.000717256],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000269717,0.0008357608,0.01207461,0.00004744857,0.0003462789,0.0001531491,0.00002182568,0.0003315053,0.9861624],"genre_scores_gemma":[0.01102523,0.0006448915,0.001714795,0.0003880078,0.000248804,0.00001248591,0.0001449376,0.00005769443,0.9857631],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6124193,"threshold_uncertainty_score":0.9999018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007656258858341623,"score_gpt":0.2154335449574858,"score_spread":0.2077772860991442,"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."}}