{"id":"W4404845237","doi":"10.1016/j.renene.2024.121985","title":"Performance of a sedimentation tank for standing column wells coupled with geothermal heat pump systems","year":2024,"lang":"en","type":"article","venue":"Renewable Energy","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geothermal gradient; Sedimentation; Geothermal heating; Petroleum engineering; Environmental science; Column (typography); Heat pump; Geothermal energy; Geology; Water column; Engineering; Oceanography; Geomorphology; Mechanical engineering; Sediment; Heat exchanger","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003354985,0.0005450844,0.000729454,0.0002856402,0.00109611,0.001010729,0.0008293806,0.0009732688,0.003384465],"category_scores_gemma":[0.0005408183,0.0003952499,0.0004914362,0.0002816235,0.0004646274,0.0008185632,0.0005876648,0.0005017505,0.00050431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009884312,"about_ca_system_score_gemma":0.001572412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01095972,"about_ca_topic_score_gemma":0.009747558,"domain_scores_codex":[0.9996977,0.00004690468,0.00002365404,0.00007330241,0.0001068702,0.00005168326],"domain_scores_gemma":[0.9995506,0.000143963,0.00004870453,0.00002345635,0.0001613729,0.00007186869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003327038,0.0003979602,0.006071049,0.0002850282,0.00007403782,0.0002890761,0.0002264095,0.03190399,0.9380938,0.0003389252,0.0007398817,0.01825271],"study_design_scores_gemma":[0.0002220367,0.003148325,0.01139914,0.00003438066,0.0001291658,0.00008657453,0.0003383737,0.2989676,0.6839342,0.0001356948,0.00151385,0.00009071582],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952028,0.000080556,0.003409985,0.00008554574,0.00002821492,0.00001796347,0.00009193863,0.0002289371,0.0008540375],"genre_scores_gemma":[0.9981552,0.00002840583,0.0007781734,0.00001176953,0.000002541067,0.000008265259,0.00003385958,0.000008407003,0.0009734667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01095972,"threshold_uncertainty_score":0.02179182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01102921247353474,"score_gpt":0.2228623201285998,"score_spread":0.2118331076550651,"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."}}