{"id":"W4285679050","doi":"10.1016/j.applthermaleng.2022.119017","title":"Performance assessment of a rock aggregate heat exchanger exposed to daily temperature variation","year":2022,"lang":"en","type":"article","venue":"Applied Thermal Engineering","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Laurentian University; Centre for Excellence in Mining Innovation","funders":"","keywords":"Heat exchanger; Aggregate (composite); Pile; Environmental science; Thermal; Computational fluid dynamics; Geotechnical engineering; Ventilation (architecture); Sensitivity (control systems); Porosity; Petroleum engineering; Civil engineering; Engineering; Materials science; Mechanical engineering; Meteorology","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":[0.0001667461,0.0001789142,0.0002128407,0.0001147644,0.0001521283,0.00001718311,0.0002310239,0.00005050358,0.0003464737],"category_scores_gemma":[0.00000236096,0.0001839531,0.00005267019,0.000388593,0.000003750932,0.00005341427,0.0001230271,0.0001858893,0.0000177766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001012991,"about_ca_system_score_gemma":0.00002701005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002254372,"about_ca_topic_score_gemma":0.000003586844,"domain_scores_codex":[0.9989268,0.00001741993,0.0002733567,0.0002467584,0.0002746251,0.0002610451],"domain_scores_gemma":[0.9994712,0.00002328729,0.00006187781,0.0003373887,0.00002854161,0.00007769209],"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":[0.000007273492,0.00002165422,0.00001430364,0.00001936426,0.00001906004,4.32372e-7,0.0003349093,0.5324908,0.4597,0.006982587,0.000007798316,0.0004017731],"study_design_scores_gemma":[0.00140456,0.0002041135,0.03614968,0.00006013482,0.00003725668,0.00001498071,0.0004101428,0.8082619,0.1109437,0.00001983705,0.041654,0.0008396839],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918944,0.00003225645,0.001448399,0.00007565867,0.0001544983,0.000304462,0.00001301205,0.0001391713,0.005938112],"genre_scores_gemma":[0.9974006,0.000002589831,0.0009004351,0.00009568134,0.0001374134,0.0009888245,0.0000311584,0.00005560951,0.0003877258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3487563,"threshold_uncertainty_score":0.750139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0069117143413514,"score_gpt":0.1948223481892418,"score_spread":0.1879106338478904,"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."}}