{"id":"W7024257579","doi":"","title":"A Reduced Model of Borehole Thermal Energy Storage Thermal Response","year":2023,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thermal energy storage; Heat exchanger; Volume (thermodynamics); Heat transfer; Energy recovery; Energy storage; Thermal energy; Work (physics); Borehole; Thermal","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001667536,0.0004943918,0.0005898176,0.0003728989,0.0001904907,0.00003691876,0.0007695693,0.0005732165,0.01350499],"category_scores_gemma":[0.00001575398,0.0005352748,0.0003626589,0.0007890144,0.00007717271,0.0001634554,0.0001118979,0.0002961816,0.0001151868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001734638,"about_ca_system_score_gemma":0.0002937404,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00819251,"about_ca_topic_score_gemma":0.00417221,"domain_scores_codex":[0.9977646,0.000279713,0.0004444991,0.0006471474,0.0003965074,0.0004674917],"domain_scores_gemma":[0.9983521,0.00009903141,0.0004965506,0.0007069863,0.0001810678,0.0001643338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003467828,0.0002121077,0.00001856256,0.0001964681,0.0004857118,0.0001004885,0.003045895,0.5231848,0.3100988,0.04644432,0.0006704583,0.1120746],"study_design_scores_gemma":[0.004592393,0.0004161034,0.006730604,0.000924273,0.0007976788,0.000006916577,0.0176929,0.09074149,0.05262007,0.0006416434,0.8217183,0.003117669],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.4262086,0.00006731578,0.0001244539,0.00004732157,0.0002545127,0.0001594673,0.00009375886,0.0002350021,0.5728096],"genre_scores_gemma":[0.3818834,0.00001272313,0.000103106,0.00002407335,0.00008337182,0.00001006308,0.0002647929,0.0001219171,0.6174966],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8210478,"threshold_uncertainty_score":0.9997099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01604442719847767,"score_gpt":0.2088963225864879,"score_spread":0.1928518953880102,"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."}}