{"id":"W4239491884","doi":"10.32920/ryerson.14653845","title":"Solar Community Energy and Storage Systems for Cold Climates","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada; University of Ontario Institute of Technology","keywords":"TRNSYS; Thermal energy storage; Chiller; Solar air conditioning; Environmental science; Nuclear engineering; Heat pump; Photovoltaic thermal hybrid solar collector; Solar energy; Absorption refrigerator; Boiler (water heating); Passive solar building design; Thermal energy; Thermal; Waste management; Meteorology; Engineering; Mechanical engineering; Thermodynamics; Electrical engineering; Physics; Heat exchanger","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004283684,0.0003226182,0.0005648925,0.00006447367,0.0003902653,0.0003204564,0.0003498806,0.0004390828,0.00004826768],"category_scores_gemma":[0.00002411741,0.0003027389,0.0001531019,0.00006873778,0.00005759834,0.00005272754,0.0006305078,0.0003513578,0.000003170399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006866018,"about_ca_system_score_gemma":0.00008609175,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1903484,"about_ca_topic_score_gemma":0.01539467,"domain_scores_codex":[0.9984176,0.0002795132,0.0004444717,0.0003854056,0.0001359411,0.0003370439],"domain_scores_gemma":[0.9981865,0.0002571864,0.0002218229,0.001013489,0.0001991391,0.0001218677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008285676,0.0001902277,0.00009743862,0.00121794,0.0003116714,0.000002573749,0.0003645348,0.1736526,0.003108249,0.8188107,0.001544123,0.0006917063],"study_design_scores_gemma":[0.001004376,0.00009443417,0.0003438995,0.0006585261,0.00021396,0.00002901119,0.01009726,0.1545105,0.004135612,0.003357301,0.8241364,0.001418713],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7317114,0.02084265,0.1464159,0.0007071735,0.003219254,0.002150075,0.0008381408,0.001362896,0.09275258],"genre_scores_gemma":[0.9855047,0.0005036374,0.0006471987,0.0001600194,0.0002439922,0.001501427,0.0005467423,0.00007741531,0.01081483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8225923,"threshold_uncertainty_score":0.9999425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03002347115985307,"score_gpt":0.2500400799160236,"score_spread":0.2200166087561705,"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."}}