{"id":"W1988762314","doi":"10.1016/j.energy.2011.11.045","title":"Characterizing uncertainty in groundwater-source heating and cooling projects in Manitoba, Canada","year":2011,"lang":"en","type":"article","venue":"Energy","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Groundwater; Aquifer; Heat pump; Obstacle; Renewable energy; Environmental science; Civil engineering; Environmental engineering; Engineering; Mechanical engineering; Geotechnical engineering; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001436935,0.0004097334,0.0004289489,0.002062966,0.002233561,0.002107548,0.001545396,0.0004589022,0.0007411824],"category_scores_gemma":[0.005698516,0.0003645348,0.0004497757,0.005637488,0.001159484,0.0004483246,0.0009211136,0.0006174213,0.00006981363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0615125,"about_ca_system_score_gemma":0.04508182,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9977863,"about_ca_topic_score_gemma":0.998623,"domain_scores_codex":[0.9987636,0.0002687219,0.00005719095,0.000141541,0.0004132954,0.0003557373],"domain_scores_gemma":[0.9959155,0.00166692,0.0003338026,0.00009831651,0.001725806,0.0002597238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003210093,0.0001564742,0.8024545,0.00007143939,0.000305352,0.0003421509,0.001963061,0.1697746,0.001385979,0.003297471,0.001479133,0.01844891],"study_design_scores_gemma":[0.00005503093,0.00008647455,0.8562645,0.00006808464,0.0001383654,0.00005196449,0.007244183,0.1288987,0.002031261,0.001200104,0.003880502,0.00008102572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995944,0.0001327132,0.0006509551,0.0001752011,0.000001926373,0.00003774275,0.001139752,0.00001402291,0.001903621],"genre_scores_gemma":[0.9973773,0.0001489586,0.0007672639,0.00003067657,0.000001280051,0.00001909666,0.0006170959,0.000007367053,0.001031108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0615125,"threshold_uncertainty_score":0.4463065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02060457691130129,"score_gpt":0.1874239844392241,"score_spread":0.1668194075279228,"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."}}