{"id":"W4399134319","doi":"10.2139/ssrn.4846890","title":"Three-Dimensional Analysis of Multiple Inclined Borehole Heat Exchangers","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Borehole; Heat exchanger; Geology; Petroleum engineering; Mechanics; Geotechnical engineering; Physics; Engineering; Mechanical engineering","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":[0.0001826673,0.0004251666,0.0006084858,0.0005110927,0.0005849961,0.001162714,0.0006496825,0.0009442983,0.004012488],"category_scores_gemma":[0.0005418881,0.0003607364,0.0005024648,0.0004292476,0.0007631283,0.0006478331,0.0005301246,0.0004209069,0.0001887143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005807052,"about_ca_system_score_gemma":0.0006749308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004019802,"about_ca_topic_score_gemma":0.002931057,"domain_scores_codex":[0.9998688,0.00002133568,0.000005866295,0.00002361828,0.0000442689,0.00003618084],"domain_scores_gemma":[0.9997604,0.0001014439,0.00003656272,0.00002115381,0.00004650869,0.00003383911],"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":[0.0001210211,0.00006196048,0.002506442,0.00002784303,0.00001880821,0.0001794053,0.00005069134,0.980027,0.01084978,0.002330729,0.0001968201,0.003629466],"study_design_scores_gemma":[0.000007106774,0.00002739251,0.001802532,0.000002105645,0.00000414216,0.00001949677,0.00003417924,0.9966142,0.001008988,0.0003351624,0.0001366252,0.000008088328],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9133918,0.0002332265,0.0745548,0.0001746438,0.00005155945,0.00004799677,0.0002573988,0.0003906647,0.01089771],"genre_scores_gemma":[0.9963542,0.00003884414,0.002150269,0.000007675104,0.000004974909,0.000009481511,0.00004313725,0.00001817953,0.001373164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004019802,"threshold_uncertainty_score":0.01342314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01331451912823428,"score_gpt":0.2505962246552359,"score_spread":0.2372817055270016,"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."}}