{"id":"W2099683866","doi":"10.1109/tpwrd.2008.2005887","title":"Computerized Analysis of Grounding Plates in Multilayer Soils","year":2009,"lang":"en","type":"article","venue":"IEEE Transactions on Power Delivery","topic":"Lightning and Electromagnetic Phenomena","field":"Physics and Astronomy","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safe Engineering Services & Technologies (Canada)","funders":"","keywords":"Ground; Rod; Limiting; Engineering; Structural engineering; Grid; Geotechnical engineering; Electrical engineering; Mechanical engineering; Geometry; Mathematics","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":[0.00007401811,0.0001280656,0.0002882555,0.0004329626,0.00005973428,0.00002087256,0.00010059,0.00003156526,0.0003463111],"category_scores_gemma":[2.037178e-7,0.0001251837,0.0001846994,0.0006226714,0.00002007513,0.0001054092,5.181336e-7,0.0001421343,0.00001104739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000291506,"about_ca_system_score_gemma":0.00001807516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001759538,"about_ca_topic_score_gemma":0.000007631441,"domain_scores_codex":[0.9991862,0.00003196328,0.0002550512,0.0001964358,0.0001148854,0.0002155194],"domain_scores_gemma":[0.9996208,0.00007005271,0.00006054815,0.0001730985,0.00002811388,0.00004739749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001254805,0.007613949,0.01044851,0.00003725056,0.007245912,0.00002733652,0.0144362,0.397091,0.3439761,0.00336472,0.0004205696,0.2140836],"study_design_scores_gemma":[0.01435974,0.004242694,0.2159806,0.0004284743,0.00440451,0.00000507039,0.002193285,0.3846648,0.3641282,0.00539593,0.0009750353,0.003221713],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8471954,0.00001626986,0.1510794,0.00003981369,0.0001159569,0.00006201011,0.00002299535,0.00002245201,0.001445726],"genre_scores_gemma":[0.9991968,0.000004078904,0.0005314787,0.00005769748,0.00001335643,0.000005133624,0.00000570241,0.000006676545,0.0001791309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2108619,"threshold_uncertainty_score":0.5104842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008569940109901204,"score_gpt":0.2295772149043329,"score_spread":0.2210072747944317,"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."}}