{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004732944,0.0001360743,0.0001751995,0.00007870993,0.00007936419,0.00003775961,0.0002843198,0.00004142104,0.000007638682],"category_scores_gemma":[0.00006324653,0.000115301,0.00002116469,0.0002859839,0.0001861467,0.00008700106,0.00009754272,0.0001147673,0.00001334971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001667928,"about_ca_system_score_gemma":0.00004231924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001864588,"about_ca_topic_score_gemma":0.00008109654,"domain_scores_codex":[0.9987739,0.000005315476,0.0002188715,0.000241837,0.0005072517,0.0002528401],"domain_scores_gemma":[0.999315,0.00004893697,0.00003328161,0.0003530467,0.0001042354,0.0001455539],"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":[0.00003146355,0.0004011661,0.0133109,0.0001148462,0.00001865983,0.000003733481,0.006088803,0.8100824,0.1641765,0.0009195024,0.001198918,0.003653048],"study_design_scores_gemma":[0.001138491,0.0001076997,0.1792254,0.00003295659,0.00002848266,0.000003794676,0.0007211548,0.7787237,0.03805432,0.0009424178,0.0005711034,0.0004505162],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712436,0.0001350259,0.01743669,0.0000148406,0.0004395727,0.0003977118,0.00005982363,0.0001582609,0.01011452],"genre_scores_gemma":[0.9994037,0.000008442911,0.0003964692,0.000008340056,0.0000512728,0.00002296404,0.00001669357,0.00001551515,0.00007656059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1659145,"threshold_uncertainty_score":0.4701839,"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."}}