{"id":"W134728952","doi":"","title":"A Study on An Integrated GEO/TES with Geothermal Heat Exchanger and Thermal Ice Storage","year":2005,"lang":"en","type":"article","venue":"Economic and Environmental Geology","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thermal energy storage; Renewable heat; Heat pump; Environmental science; Heat exchanger; Geothermal gradient; Passive cooling; Heat sink; Chiller; Coefficient of performance; Copper in heat exchangers; Cooling load; Air source heat pumps; Nuclear engineering; Storage heater; Geothermal energy; Geothermal heating; Engineering; Thermal; Hybrid heat; Mechanical engineering; Plate fin heat exchanger; Plate heat exchanger; Meteorology; Geology; Thermodynamics; Air conditioning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007851539,0.0001944565,0.0002060582,0.00004149866,0.0001230718,0.00001926245,0.00008036719,0.00007718577,0.00109529],"category_scores_gemma":[4.224695e-7,0.0001555417,0.00001696415,0.00001259792,0.0001841557,0.0001202512,0.00004814499,0.00009605198,0.0001633827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005681178,"about_ca_system_score_gemma":0.000005624213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00539332,"about_ca_topic_score_gemma":0.003380146,"domain_scores_codex":[0.9991277,0.00006932395,0.0001629398,0.0003772451,0.00003511949,0.0002276408],"domain_scores_gemma":[0.9996044,0.00002422146,0.00004390529,0.0002233354,0.000001086593,0.0001030579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00084638,0.002595643,0.2700642,0.0000152631,0.0006087578,0.00006465079,0.01327718,0.5746595,0.01353753,0.009564455,0.0001661436,0.1146002],"study_design_scores_gemma":[0.003358942,0.002011509,0.8773695,0.000008577702,0.00005536591,0.0001589001,0.01048145,0.01867327,0.0004829828,0.00003505714,0.0866861,0.0006782964],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962149,0.0001229787,0.00001507963,0.0002459852,0.00002917927,0.0001938018,0.00001490442,0.00003365302,0.00312958],"genre_scores_gemma":[0.9973865,0.00002098628,0.00005987842,0.0003542578,0.0001536331,0.00009475195,0.00003364285,0.00002961188,0.001866725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6073053,"threshold_uncertainty_score":0.9998178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00820347835125444,"score_gpt":0.1916289046358543,"score_spread":0.1834254262845999,"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."}}