{"id":"W4387986012","doi":"10.20508/ijrer.v13i3.14124.g8809","title":"Analysis of House Space Heating System with Under-Ground Seasonal Energy Storage using PV Electricity Generation","year":2023,"lang":"en","type":"article","venue":"International Journal of Renewable Energy Research","topic":"Energy and Environmental Systems","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Electricity; Energy storage; Environmental science; Photovoltaic system; Space (punctuation); Electricity system; Electricity generation; Electrical engineering; Meteorology; Environmental economics; Engineering; Architectural engineering; Computer science; Geography; Physics; Economics; Power (physics)","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":[],"consensus_categories":[],"category_scores_codex":[0.003002924,0.0001234351,0.0003382162,0.00137315,0.0004555512,0.0001653722,0.0005669967,0.000122112,0.0000759871],"category_scores_gemma":[0.0001139689,0.0001086135,0.0001762892,0.002661508,0.00021539,0.0004081817,0.00009352309,0.0001785366,0.000001606211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001310334,"about_ca_system_score_gemma":0.0005178801,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1160806,"about_ca_topic_score_gemma":0.02745631,"domain_scores_codex":[0.9950477,0.000924068,0.0004901861,0.0002251806,0.002900009,0.0004128585],"domain_scores_gemma":[0.9980277,0.0003945526,0.0004388544,0.0001477338,0.0008067142,0.0001844708],"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":[0.0001175082,0.0000585229,0.005048958,0.00000675036,0.001221354,0.00009589126,0.0006896549,0.9584097,0.01540522,0.01800719,0.0003972412,0.0005419922],"study_design_scores_gemma":[0.001559641,0.0005680723,0.004198117,0.0004933667,0.0004304929,0.0001229579,0.02303864,0.9296363,0.02276622,0.0005981279,0.01602553,0.0005625125],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9361497,0.0003098497,0.05865933,0.0003088637,0.0004556434,0.0000390407,0.000009740138,0.00004069819,0.004027151],"genre_scores_gemma":[0.9941115,0.000400378,0.0002086808,0.0000183828,0.0009161265,0.000004879047,0.00001716056,0.00002466478,0.004298178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08862434,"threshold_uncertainty_score":0.9902901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07854890950371263,"score_gpt":0.3591830043777083,"score_spread":0.2806340948739957,"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."}}