{"id":"W4236688756","doi":"10.18777/ieashc-task45-2015-0003","title":"IEA-SHC INFO SHEET 45.B.3.1 - Seasonal Borehole Thermal Energy Storage – Guidelines for Design & Construction","year":2015,"lang":"en","type":"report","venue":"","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Borehole; Thermal energy storage; Environmental science; Engineering; Biology; Geotechnical engineering; Ecology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001677993,0.0007696871,0.000958909,0.0002303889,0.0002688636,0.0001596259,0.0005412933,0.0009983644,0.001561374],"category_scores_gemma":[0.0006085673,0.0006521333,0.0004608191,0.0002860829,0.0001667247,0.0001938454,0.0001240891,0.0002705184,0.0001287681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006686085,"about_ca_system_score_gemma":0.002848675,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04712314,"about_ca_topic_score_gemma":0.005678167,"domain_scores_codex":[0.9954005,0.0001614459,0.00135946,0.0008732931,0.001537553,0.0006677557],"domain_scores_gemma":[0.9920418,0.0001668776,0.000838536,0.001065749,0.005509676,0.0003773219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006241257,0.00007568784,0.00002661729,0.0001041988,0.0003734083,0.000004483213,0.00004060606,0.1887022,0.0005426473,0.05025919,0.7222368,0.03757176],"study_design_scores_gemma":[0.0006005224,0.00006038136,0.0000362352,0.000100123,0.0001446638,0.0001374816,0.00007745404,0.006573965,0.0001900495,0.001177932,0.9901214,0.0007797394],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008063394,0.002790381,0.3112651,0.001052822,0.003939823,0.001149164,0.0007529887,0.0009459098,0.6772975],"genre_scores_gemma":[0.01985938,0.0009402548,0.1828526,0.001668928,0.01894559,0.005230239,0.006916353,0.0008955438,0.7626911],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2678847,"threshold_uncertainty_score":0.999593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1287757053801633,"score_gpt":0.3291773482112954,"score_spread":0.2004016428311322,"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."}}