{"id":"W7000297926","doi":"","title":"Energy optimization of a geothermal heat-pump system through dynamic system simulation","year":2018,"lang":"en","type":"dissertation","venue":"mediaTUM  (Technical University of Munich)","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Consistency (knowledge bases); Process (computing); Sustainability; Set (abstract data type); Geothermal energy; Energy (signal processing); Geothermal gradient; Building code; Control (management)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002434885,0.0004161577,0.0009459166,0.0002664481,0.0002273057,0.00001305769,0.0008806923,0.001051901,0.0002263121],"category_scores_gemma":[0.00002819287,0.000470265,0.0003823594,0.0005335766,0.000200663,0.0001815751,0.0001134992,0.0002757178,0.00003624617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004137574,"about_ca_system_score_gemma":0.0001470334,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02328617,"about_ca_topic_score_gemma":0.005886264,"domain_scores_codex":[0.9974968,0.0002181213,0.0007836859,0.0005671162,0.0005916592,0.0003426449],"domain_scores_gemma":[0.9972157,0.0001522119,0.0009299885,0.0010105,0.0005701717,0.0001214017],"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":[0.000291048,0.0001748631,0.000005801894,0.001382083,0.0002078457,0.00001125423,0.000661335,0.9375294,0.002256994,0.05662237,0.0001076974,0.0007493416],"study_design_scores_gemma":[0.001428895,0.0002296525,0.0002899158,0.002022318,0.000597537,0.00001260826,0.008025827,0.9600504,0.001094553,0.00006169877,0.02543271,0.0007538707],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2952808,0.002236438,0.2723278,0.0001972678,0.003681439,0.002555354,0.0008871106,0.002664294,0.4201695],"genre_scores_gemma":[0.9895961,0.0001025647,0.002586906,0.000007191193,0.0001209828,0.000006727621,0.001896492,0.00009025686,0.005592833],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6943153,"threshold_uncertainty_score":0.9997749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007005042823648787,"score_gpt":0.2122913398648632,"score_spread":0.2052862970412144,"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."}}