{"id":"W7132923798","doi":"","title":"Influence of Climate on Open Earth-air Heat Exchanger Potential","year":2021,"lang":"","type":"dissertation","venue":"TSpace","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"U.S. Department of Energy","keywords":"Heat exchanger; Climate change; Air temperature; Climate model; Energy budget; Energy exchange; Global warming; Water cooling","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005456739,0.0003016525,0.0001648716,0.0003531198,0.0003478563,0.0009040199,0.0003032904,0.000302711,0.001460604],"category_scores_gemma":[0.0009827529,0.0001494104,0.0004546244,0.0005709341,0.0002921408,0.0007949804,0.0003422887,0.0003128543,0.0001536516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00172277,"about_ca_system_score_gemma":0.0007533033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1008035,"about_ca_topic_score_gemma":0.1150878,"domain_scores_codex":[0.9998057,0.00003851647,0.000008217477,0.0000407451,0.00004624701,0.00006058364],"domain_scores_gemma":[0.9994473,0.0001886846,0.00005162475,0.00004348521,0.0002216163,0.00004738324],"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":[0.0005471018,0.00008388078,0.4336818,0.0001738292,0.0002080528,0.0005788383,0.0002480423,0.5067019,0.02591973,0.005614389,0.001255744,0.02498669],"study_design_scores_gemma":[0.00002214437,0.0001019948,0.7777052,0.00002039854,0.00009655674,0.0001159679,0.0004759656,0.2061056,0.009785988,0.001489657,0.004017452,0.00006302247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859423,0.0003935668,0.002440053,0.0001285269,0.00002000905,0.00001365604,0.001302826,0.00004422799,0.009714808],"genre_scores_gemma":[0.9991305,0.00009415465,0.0002155345,0.000007963038,0.000001923152,0.000003347572,0.0002988402,0.000006134422,0.000241544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1008035,"threshold_uncertainty_score":0.2004336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01503271041053064,"score_gpt":0.3067011019893038,"score_spread":0.2916683915787732,"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."}}