{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000386761,0.0003916729,0.0004926902,0.0002697645,0.0001934157,0.0001291356,0.0002811515,0.0005282374,0.0002491144],"category_scores_gemma":[0.00007613179,0.0003952312,0.0001942528,0.0002838324,0.00003393602,0.00009913146,0.0004366931,0.000627252,0.0001593086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001897711,"about_ca_system_score_gemma":0.00005566828,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3517099,"about_ca_topic_score_gemma":0.1261266,"domain_scores_codex":[0.9976337,0.0001111487,0.0006962714,0.0007837574,0.0002546117,0.0005204881],"domain_scores_gemma":[0.9989519,0.0001777964,0.00009736706,0.0005891503,0.00007247509,0.0001113485],"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":[0.00002821389,0.0001977507,0.005163358,0.0005472724,0.0001564677,0.0001030284,0.003186074,0.8940842,0.006525734,0.07712158,0.002248791,0.0106375],"study_design_scores_gemma":[0.005361664,0.0005029871,0.0537033,0.007708692,0.0002698262,0.0001840543,0.04104627,0.6596162,0.03601378,0.0385319,0.1482198,0.008841439],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9018771,0.0002491428,0.006725434,0.0012245,0.00146458,0.0005613154,0.00004381921,0.001006152,0.08684798],"genre_scores_gemma":[0.9891092,0.0000560116,0.0004385363,0.0001614444,0.001211201,0.0009340683,0.0002799647,0.0001106742,0.007698862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.234468,"threshold_uncertainty_score":0.99985,"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."}}