{"id":"W4385887773","doi":"10.55274/r0011303","title":"L30510 Earth Current Effects on Buried Pipelines","year":2008,"lang":"en","type":"report","venue":"","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Current (fluid); Computer program; Pipeline transport; Stray voltage; Pipeline (software); Field (mathematics); Phase (matter); Direct current; Engineering; Geology; Marine engineering; Computer science; Electrical engineering; Physics; Mechanical 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":[0.00007871924,0.0002898483,0.0003859358,0.00007104348,0.00004652851,0.0000168884,0.0001317551,0.0001536498,0.00005801071],"category_scores_gemma":[0.00008928426,0.0002357705,0.0001687181,0.0001542314,0.0000169652,0.00001634395,0.00002418127,0.0004422427,0.0005117593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000356709,"about_ca_system_score_gemma":0.00006383924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002977541,"about_ca_topic_score_gemma":0.00000234599,"domain_scores_codex":[0.9988911,0.00001726728,0.0002400394,0.0002583539,0.0003670078,0.000226268],"domain_scores_gemma":[0.9991437,0.0002028249,0.00003960941,0.000409684,0.00009802529,0.0001061262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001520915,0.00008747925,0.000009731053,0.000952408,0.00006063853,0.000008260299,0.00001568829,0.0004094831,0.0009695301,0.0005082606,0.2395886,0.7573884],"study_design_scores_gemma":[0.0000865204,0.00002609631,0.001632558,0.0001668647,0.00003266586,0.000005211043,6.905618e-7,0.000494117,0.003518518,0.0003442792,0.9933733,0.000319195],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01325619,0.006164135,0.04318314,0.0002110674,0.009085816,0.001939632,0.0001031712,0.003134964,0.9229219],"genre_scores_gemma":[0.3828238,0.131166,0.1540806,0.0007449598,0.1011322,0.005979305,0.002303525,0.002509904,0.2192597],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7570692,"threshold_uncertainty_score":0.961444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03880858246063588,"score_gpt":0.3209779029761001,"score_spread":0.2821693205154642,"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."}}