{"id":"W2252881545","doi":"10.1016/j.ijmst.2015.12.013","title":"Analytical and numerical modeling for the effects of thermal insulation in underground tunnels","year":2016,"lang":"en","type":"article","venue":"International Journal of Mining Science and Technology","topic":"Rock Mechanics and Modeling","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Thermal insulation; Roof; Heat flow; Thermal; Rock mass classification; Dynamic insulation; Thermal mass; Vacuum insulated panel; Pipe insulation; Geotechnical engineering; Thermal bridge; Flow (mathematics); Engineering; Layer (electronics); Mechanics; Materials science; Structural engineering; Composite material; Thermodynamics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0004168997,0.0005070976,0.0005887345,0.0005881476,0.0006030354,0.0007341421,0.0008207451,0.0009452137,0.001587735],"category_scores_gemma":[0.001759797,0.0003862536,0.0005382659,0.0004458574,0.0009836461,0.0006509667,0.000538989,0.0005258672,0.0002840428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000677089,"about_ca_system_score_gemma":0.0009878018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006119175,"about_ca_topic_score_gemma":0.003565447,"domain_scores_codex":[0.9997475,0.00007471084,0.000009644831,0.00002723763,0.00008923265,0.00005170491],"domain_scores_gemma":[0.9994938,0.0002066105,0.00007202496,0.00004381991,0.0001486154,0.00003511693],"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":[0.00003335407,0.00004613818,0.0004345327,0.00003151329,0.000004646757,0.00007006714,0.00003526145,0.9855897,0.005528746,0.005071073,0.0002142115,0.002940798],"study_design_scores_gemma":[0.000003192123,0.00001048686,0.0001249383,0.000003836964,0.000001963669,0.00001791226,0.00001119378,0.9986047,0.0005560847,0.0004600661,0.0002011606,0.000004475558],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5505029,0.001617927,0.4031758,0.0005607815,0.0002828462,0.0001034562,0.0001965049,0.0005840491,0.04297575],"genre_scores_gemma":[0.9866528,0.00028018,0.007782428,0.00001989818,0.0000256505,0.00002660559,0.00003041268,0.00004999459,0.005132013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006119175,"threshold_uncertainty_score":0.0121671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01312113211242166,"score_gpt":0.2605932456412451,"score_spread":0.2474721135288235,"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."}}