{"id":"W2358689523","doi":"","title":"Analysis of Trupak and Bakholdin Formulas for Temperature Field of Single-Row-Pipe Frozen Soil Wall","year":2008,"lang":"en","type":"article","venue":"Journal of Tongji University","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"PCL Construction (Canada)","funders":"","keywords":"Merge (version control); Finite element method; Geotechnical engineering; Mathematics; Structural engineering; Geology; Engineering; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001444249,0.00007007718,0.0003132637,0.0002747311,0.00008844805,0.000006569197,0.0001431034,0.0000798252,0.0006549894],"category_scores_gemma":[0.0000278869,0.00005858712,0.0002061313,0.0002829273,0.0000537878,0.0002268888,0.00001054479,0.00008687733,4.07559e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006186716,"about_ca_system_score_gemma":0.00003520394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001150659,"about_ca_topic_score_gemma":0.005552718,"domain_scores_codex":[0.999458,0.00002453571,0.0001890527,0.00007714553,0.0001447617,0.0001064938],"domain_scores_gemma":[0.99922,0.0002145033,0.0002594068,0.00007793197,0.0001451381,0.00008301328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006734809,0.00005650295,0.9840892,0.00004378304,0.0004225343,0.00006162543,0.001705709,0.0006222902,0.008389443,0.000007333408,0.00272899,0.001199103],"study_design_scores_gemma":[0.001555656,0.001317235,0.9748707,0.00005658495,0.001075223,0.00007671728,0.00154364,0.002287203,0.009969798,0.00004663916,0.007009165,0.0001914223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980003,0.0002838344,0.00002759134,0.0002828236,0.00007347141,0.00004039008,0.0006843868,0.000001781376,0.0006054409],"genre_scores_gemma":[0.9988214,0.000515292,0.0001805373,0.00006839024,0.00004090931,4.593973e-9,0.00007518405,0.000001212236,0.0002971092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009218488,"threshold_uncertainty_score":0.7171675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03021097022369715,"score_gpt":0.2152178529163845,"score_spread":0.1850068826926874,"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."}}