{"id":"W4388924020","doi":"10.31224/3360","title":"Exploiting heat gains along horizontal connection pipes in existing borehole heat exchanger fields","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Borehole; Connection (principal bundle); Heat exchanger; Plate fin heat exchanger; Geology; Petroleum engineering; Plate heat exchanger; Environmental science; Geotechnical engineering; Mechanics; Mechanical engineering; Engineering; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005295173,0.0005212894,0.0002494027,0.0003735173,0.000297938,0.0005190394,0.0005264427,0.0003203899,0.002210826],"category_scores_gemma":[0.001130233,0.0002545665,0.0002276729,0.0003031497,0.0006531015,0.001806491,0.0006385348,0.000402351,0.0003063736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004383342,"about_ca_system_score_gemma":0.0003642163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000799523,"about_ca_topic_score_gemma":0.001808977,"domain_scores_codex":[0.9997231,0.00007153363,0.000009459732,0.0000486627,0.00006214754,0.00008509772],"domain_scores_gemma":[0.9992884,0.0003316491,0.0001288209,0.0001037798,0.00008391737,0.0000636357],"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":[0.003363125,0.0004916954,0.03415237,0.0006285654,0.00008510034,0.0008457554,0.0005562879,0.3392855,0.4196854,0.004767018,0.0007713495,0.1953679],"study_design_scores_gemma":[0.0003419478,0.006422547,0.1345486,0.0001060131,0.0002306491,0.0007402669,0.001258138,0.3858298,0.44581,0.00932698,0.01519093,0.0001941358],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692932,0.0001561108,0.02681857,0.00007546198,0.00001585115,0.00003500117,0.00006952931,0.0002653522,0.003271115],"genre_scores_gemma":[0.9976122,0.00002892869,0.001895557,0.000003118137,0.000003514854,0.000007623711,0.00001846721,0.000009817901,0.0004207701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002210826,"threshold_uncertainty_score":0.007395923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08603143120601722,"score_gpt":0.2994918923673031,"score_spread":0.2134604611612858,"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."}}