{"id":"W4240820876","doi":"10.32920/ryerson.14652249.v1","title":"Viability Of Hybrid Ground Source Heat Pump System With Solar Thermal Collectors","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"TRNSYS; Heat pump; Environmental science; Thermal; Heat exchanger; Thermal energy storage; Photovoltaic thermal hybrid solar collector; Nuclear engineering; Solar energy; Engineering; Meteorology; Mechanical engineering; Electrical engineering; Thermodynamics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003232412,0.0004567246,0.0008860147,0.00008523429,0.0001547649,0.0001194636,0.0004776897,0.0002269631,0.000532865],"category_scores_gemma":[0.00001300529,0.0003534901,0.0002966745,0.0002340478,0.0001351049,0.00005958134,0.0003986183,0.0003881506,0.00002150039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002349102,"about_ca_system_score_gemma":0.0003163938,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1408405,"about_ca_topic_score_gemma":0.003338829,"domain_scores_codex":[0.9974039,0.0002597527,0.0007234255,0.0008096216,0.0004337695,0.0003695695],"domain_scores_gemma":[0.9976102,0.00009945354,0.0002719269,0.001544562,0.0003238509,0.0001499952],"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":[0.00005181717,0.0002713048,0.002020883,0.001611622,0.0005746884,0.00001879521,0.0003850142,0.9788547,0.005927322,0.009877669,0.00005045467,0.0003557165],"study_design_scores_gemma":[0.006584667,0.0008818027,0.05354147,0.006219727,0.001788919,0.0009006797,0.02480974,0.438203,0.3731265,0.0004373397,0.0849752,0.00853093],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9461482,0.0001345263,0.009616421,0.0000779359,0.0002271686,0.0005652629,0.0000371641,0.0002715863,0.04292169],"genre_scores_gemma":[0.994156,0.000003798323,0.0003422324,0.00003655887,0.0001834896,0.0003841165,0.0001254646,0.00009121968,0.004677099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5406517,"threshold_uncertainty_score":0.9998917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.010745931465398,"score_gpt":0.2041614184604514,"score_spread":0.1934154869950533,"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."}}