{"id":"W2386871399","doi":"","title":"Thermosiphon Pile Technology and Its Application in Solving Permafrost Stability Problem","year":2005,"lang":"en","type":"article","venue":"Petroleum Engineering Construction","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permafrost; Pile; Settlement (finance); Foundation (evidence); Thermosiphon; Engineering; Bearing capacity; Civil engineering; Forensic engineering; Geotechnical engineering; Geology; Mechanical engineering; Computer science; Geography; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001422562,0.0001123697,0.0001217873,0.0002344535,0.00005994935,0.00002612316,0.00006680129,0.00009099574,0.0003505076],"category_scores_gemma":[0.0000138444,0.0001137557,0.00001621366,0.0002647498,0.00003444788,0.0002154169,0.000010998,0.0001644755,0.00003527549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002054283,"about_ca_system_score_gemma":0.00001076022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002587496,"about_ca_topic_score_gemma":0.003609571,"domain_scores_codex":[0.9992806,0.00001076926,0.0001764498,0.0002271524,0.0000823184,0.0002226785],"domain_scores_gemma":[0.9997579,0.00003217508,0.00004042014,0.0001027866,0.00001959459,0.00004705733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001281843,0.000009895358,0.8875149,0.00005913535,0.000004313,0.000001049691,0.0002121401,0.009569969,0.04338671,0.0002717306,0.000002869351,0.05895446],"study_design_scores_gemma":[0.0003385617,0.00003833821,0.3994692,0.00003269074,0.000007146822,0.00009394426,0.0002327488,0.594118,0.003183068,0.00009749822,0.002170558,0.0002182693],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973285,0.000750757,0.0004943107,0.0003433544,0.0001064869,0.0001374587,0.0001951056,0.0001046766,0.0005393049],"genre_scores_gemma":[0.9988465,0.0001279855,0.0006982564,0.00001357309,0.0001029575,0.000009422771,0.0001898231,0.000004836464,0.000006672827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.584548,"threshold_uncertainty_score":0.4638821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009316073234246016,"score_gpt":0.1905591716306102,"score_spread":0.1812430983963642,"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."}}