{"id":"W4281493777","doi":"10.3390/math10111813","title":"Remote Geotechnical Monitoring of a Buried Oil Pipeline","year":2022,"lang":"en","type":"article","venue":"Mathematics","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permafrost; Pipeline transport; Environmental science; Soil water; Pipeline (software); Geotechnical engineering; Meteorology; Soil science; Hydrology (agriculture); Geology; Computer science; Environmental engineering; Geography","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":[0.0001410518,0.0002974033,0.0002049502,0.001262922,0.0001924257,0.0002210812,0.0002867466,0.0003802583,0.0008098091],"category_scores_gemma":[0.0002501405,0.0001059292,0.0001843836,0.0008217745,0.0001514735,0.0003101128,0.000276425,0.000172838,0.0002869843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001761808,"about_ca_system_score_gemma":0.0001732195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003251856,"about_ca_topic_score_gemma":0.006001351,"domain_scores_codex":[0.9998583,0.000009357574,0.000005899784,0.00004715587,0.00005728078,0.00002204873],"domain_scores_gemma":[0.9998513,0.00001928913,0.00003148536,0.00002026476,0.00005149758,0.00002608066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005781365,0.0006631642,0.1845799,0.0002105845,0.00008861317,0.001603313,0.0005133051,0.06542319,0.582239,0.0004407707,0.001633891,0.162026],"study_design_scores_gemma":[0.00004705107,0.0005941154,0.6107391,0.00002546745,0.00006837396,0.0006265309,0.0003784482,0.3335261,0.05155566,0.0004631887,0.001924457,0.0000515424],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888511,0.0000581591,0.008019045,0.00004093421,0.00001356267,0.0000266491,0.0009677206,0.000387187,0.00163572],"genre_scores_gemma":[0.9945014,0.00002889701,0.004488204,0.000006915244,0.00001016711,0.000008482743,0.0005651262,0.000006743968,0.0003840235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003251856,"threshold_uncertainty_score":0.006465852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01136383938701029,"score_gpt":0.2203424481485607,"score_spread":0.2089786087615504,"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."}}