{"id":"W3175090342","doi":"10.17794/rgn.2021.3.7","title":"DEFINING GEOEXCHANGE EXTRACTION RATES IN THE SAME GEOLOGICAL ENVIRONMENT FOR DIFFERENT BOREHOLE GEOMETRY SETTINGS – PILOT RESULTS FROM THE HAPPEN - HORIZON 2020 PROJECT","year":2021,"lang":"en","type":"article","venue":"Rudarsko-geološko-naftni zbornik","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Borehole; Heat exchanger; Geothermal gradient; Extraction (chemistry); Thermal; Geology; Spiral (railway); Horizon; Geotechnical engineering; Petroleum engineering; Geometry; Engineering; Chemistry; Mathematics; Geophysics; Mechanical engineering; Thermodynamics; 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":[0.001071084,0.0005060799,0.0005419852,0.00008437104,0.0005678087,0.0002048022,0.0007120846,0.000284519,0.0002734916],"category_scores_gemma":[0.0004928408,0.0003169371,0.0002371889,0.0004890659,0.0001674051,0.000153814,0.000264067,0.000607337,0.0001923151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000152339,"about_ca_system_score_gemma":0.00008599438,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01705003,"about_ca_topic_score_gemma":0.003913809,"domain_scores_codex":[0.9960703,0.0006051706,0.0009047573,0.001063097,0.0005533618,0.0008032798],"domain_scores_gemma":[0.9960482,0.00223658,0.0004438294,0.001097779,0.00007603119,0.00009757738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006731104,0.01099841,0.0618433,0.0005749577,0.002309856,0.0008363144,0.02107055,0.1059708,0.1000841,0.3359733,0.1574618,0.1961456],"study_design_scores_gemma":[0.00319818,0.0007338788,0.1654027,0.0001575031,0.0001655241,0.00006321099,0.004336818,0.00423022,0.003739581,0.004059484,0.8130911,0.0008217355],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722835,0.002827623,0.001136108,0.01739315,0.0003842444,0.001598767,0.001039126,0.000169552,0.003167938],"genre_scores_gemma":[0.9910025,0.0003761465,0.001133892,0.001493103,0.000794552,0.001573621,0.002181235,0.00006990305,0.001375059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6556293,"threshold_uncertainty_score":0.9999283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02842088355288815,"score_gpt":0.2621754559518995,"score_spread":0.2337545723990114,"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."}}