{"id":"W1966743186","doi":"10.1029/2010sw000594","title":"Pipelines and Space Weather","year":2010,"lang":"en","type":"article","venue":"Space Weather","topic":"Ionosphere and magnetosphere dynamics","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Space weather; Cathodic protection; Pipeline transport; Pipeline (software); Geomagnetically induced current; Space (punctuation); Ground; Meteorology; Environmental science; Marine engineering; Geology; Electrical engineering; Computer science; Engineering; Physics; Mechanical engineering; Environmental engineering; Geomagnetic storm","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006635876,0.0002992059,0.0001779916,0.000713859,0.001244498,0.002488114,0.0003192213,0.001029744,0.01603259],"category_scores_gemma":[0.004807582,0.00009433056,0.0003145999,0.001421787,0.001253116,0.002520627,0.001858503,0.00126232,0.001861922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001321287,"about_ca_system_score_gemma":0.0009365973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006865794,"about_ca_topic_score_gemma":0.004777301,"domain_scores_codex":[0.9993886,0.0001505915,0.00003628161,0.0000937373,0.000193213,0.0001374759],"domain_scores_gemma":[0.9985077,0.0003092809,0.0004620542,0.00008584964,0.0003275344,0.0003074842],"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":[0.0005150338,0.0001637852,0.09002599,0.001295578,0.0001426853,0.002697614,0.01468419,0.003159008,0.002457299,0.2105319,0.3033129,0.371014],"study_design_scores_gemma":[0.00002097771,0.0001614551,0.05039485,0.0004147441,0.00003573229,0.001458152,0.005789284,0.0004126361,0.0003358248,0.0334559,0.9074768,0.00004354993],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2592748,0.1232101,0.01448853,0.1434502,0.01209493,0.0001105879,0.004343389,0.000625133,0.4424023],"genre_scores_gemma":[0.8930537,0.04656572,0.001805675,0.005188555,0.003408813,0.00003657772,0.001706955,0.0001323018,0.04810164],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01603259,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003459859988922617,"score_gpt":0.2084924021558676,"score_spread":0.205032542166945,"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."}}