{"id":"W1493770628","doi":"10.5539/mas.v9n8p204","title":"Features of Aboveground Pipeline Compensation Part Stress-Deformed Study at Permafrost","year":2015,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Engineering Diagnostics and Reliability","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline transport; Pipeline (software); Permafrost; Environmental science; Piping; Stress (linguistics); Deformation (meteorology); Geotechnical engineering; Geology; Marine engineering; Mining engineering; Computer science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0001193101,0.0002059206,0.0001733255,0.0007517987,0.0003819138,0.0003554329,0.0002994504,0.0003034958,0.002292771],"category_scores_gemma":[0.0002880833,0.0001619548,0.0002328881,0.0006755218,0.0002966854,0.0003489231,0.0001905828,0.0001461768,0.0002695488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002847793,"about_ca_system_score_gemma":0.0002507264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006449398,"about_ca_topic_score_gemma":0.007523576,"domain_scores_codex":[0.9998662,0.000007840748,0.000007845049,0.00003671352,0.00005557906,0.00002582372],"domain_scores_gemma":[0.9998555,0.00001776294,0.00002683447,0.00001954856,0.00006578432,0.00001448291],"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":[0.0008290148,0.0002900152,0.3474846,0.0005542605,0.00008594839,0.006539675,0.003242024,0.04543441,0.4168765,0.002387065,0.002367235,0.1739093],"study_design_scores_gemma":[0.000009500983,0.0005811087,0.8645933,0.00004595486,0.00006616497,0.001863658,0.002053904,0.04091694,0.08289214,0.0007064401,0.006217841,0.00005292915],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925241,0.0002285257,0.0032236,0.00003089692,0.000009024463,0.00001300377,0.0003324052,0.00008277913,0.00355574],"genre_scores_gemma":[0.9986298,0.0000713242,0.0003171027,0.000003679256,0.000002009137,0.000002613291,0.0001278412,0.000006916622,0.0008386859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006449398,"threshold_uncertainty_score":0.0128237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01737563872890244,"score_gpt":0.2323628129422455,"score_spread":0.2149871742133431,"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."}}