{"id":"W4238311950","doi":"10.31224/osf.io/jneu2","title":"Thermo-mechanical performance of a proposed energy pile system in cold regions","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Pile; Settlement (finance); Foundation (evidence); Geotechnical engineering; Heat exchanger; Envelope (radar); Environmental science; Thermal energy; Thermal; Enclosure; Geothermal energy; Mechanical energy; Building envelope; Structural engineering; Civil engineering; Engineering; Geology; Geothermal gradient; Mechanical engineering; Meteorology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001739155,0.0004118809,0.0005184403,0.000425522,0.0005951367,0.0004625054,0.0006520318,0.0006015191,0.00382865],"category_scores_gemma":[0.0002380907,0.0001913384,0.0003862119,0.0003686633,0.0004021793,0.0002847027,0.0003604665,0.0002240666,0.0009744234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003879063,"about_ca_system_score_gemma":0.0002854004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006098866,"about_ca_topic_score_gemma":0.008537515,"domain_scores_codex":[0.9998673,0.00001095526,0.000006985841,0.00002438538,0.0000445244,0.00004574888],"domain_scores_gemma":[0.9998139,0.00002274921,0.00002756611,0.00002605465,0.00005766855,0.00005220657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003047995,0.0002682814,0.01330555,0.000316699,0.00006677345,0.0008615962,0.000445614,0.1824863,0.7739315,0.0004347466,0.0008944274,0.02394042],"study_design_scores_gemma":[0.000122802,0.004409668,0.1087856,0.00006219624,0.0001454603,0.0003905857,0.001620868,0.4463602,0.4345575,0.0003242884,0.003090869,0.0001300162],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961515,0.00003533123,0.002266672,0.00002332354,0.000009840328,0.00001038181,0.000144887,0.0001274197,0.001230647],"genre_scores_gemma":[0.9989468,0.00001376935,0.0002402259,0.000003969651,0.000001033232,0.000005031105,0.00005511606,0.000003835848,0.0007302385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006098866,"threshold_uncertainty_score":0.01280808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02251938126835911,"score_gpt":0.220496920296794,"score_spread":0.1979775390284349,"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."}}