{"id":"W4409497735","doi":"10.5006/c2025-00117","title":"AC Interference and Mitigation at Pipeline Facilities – Case Study","year":2025,"lang":"en","type":"article","venue":"","topic":"Electrical Fault Detection and Protection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interference (communication); Pipeline (software); Computer science; Pipeline transport; Telecommunications; Environmental science; Operating system; Environmental engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004948791,0.0000552869,0.00005428718,0.00006799029,0.00006395168,0.00001988699,0.00001556257,0.00003000562,0.00008363205],"category_scores_gemma":[0.00002018809,0.00004994564,0.000009606124,0.0001390211,0.000008505207,0.00004822822,0.00001426029,0.0000768941,0.00001117359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004614699,"about_ca_system_score_gemma":0.000002121408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001770818,"about_ca_topic_score_gemma":0.0007358298,"domain_scores_codex":[0.9997178,0.0000166922,0.00009207628,0.00008063686,0.00003016889,0.0000626397],"domain_scores_gemma":[0.9998689,0.00003110055,0.000004039649,0.00005744296,0.00001833756,0.00002018811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009211814,0.0001298859,0.007686253,0.0003638309,0.0001232509,0.00019448,0.005003626,0.001979982,0.03666747,0.0005294164,0.006738392,0.9404913],"study_design_scores_gemma":[0.002558821,0.0008932324,0.00288599,0.00007530341,0.00007851696,0.00130593,0.01802069,0.6306278,0.3084584,0.002025402,0.03225714,0.0008126901],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9516647,0.0001018505,0.04166527,0.00004454668,0.0001326806,0.0001746259,0.000001320589,0.0002740682,0.005940913],"genre_scores_gemma":[0.987429,0.0000128808,0.00004270879,0.00002277347,0.000009955716,0.00002311321,5.924724e-7,0.000002740143,0.01245624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9396786,"threshold_uncertainty_score":0.2036724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009782493103272949,"score_gpt":0.2472954786066717,"score_spread":0.2375129855033987,"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."}}