{"id":"W6901576236","doi":"10.60692/1q7my-w1z57","title":"Holistic and Affordable Approach to Supporting the Sustainability of Family Houses in Cold Climates by Using Many Vacuum-Tube Solar Collectors and Small Water Tank to Provide the Sanitary Hot Water, Space Heating, Greenhouse, and Swimming Poole Heating De","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Sustainability; Solar water heating; Thermal energy storage; Passive solar building design; Installation; Storage tank; Cold climate","routes":{"ca_aff":false,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.001656241,0.0002202863,0.0003156298,0.0001604205,0.0008754837,0.0002299409,0.0001767913,0.00005710138,0.000002352658],"category_scores_gemma":[0.00003181005,0.0001306317,0.00003263392,0.0002571643,0.00005072552,0.0002383843,0.000347785,0.0001418275,0.000001153034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002210506,"about_ca_system_score_gemma":0.000042733,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01643633,"about_ca_topic_score_gemma":0.00005938375,"domain_scores_codex":[0.9980533,0.0002612581,0.0007373069,0.0002419575,0.0002110403,0.0004951307],"domain_scores_gemma":[0.9992607,0.00004600094,0.0001922771,0.0002977836,0.0001044149,0.00009888562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001763664,0.00003184616,0.2215717,0.002394139,0.0001101168,0.00000327381,0.4593326,0.3079541,0.006447345,0.001483106,0.00003984881,0.0004555443],"study_design_scores_gemma":[0.00171452,0.0002784191,0.04407202,0.0002961514,0.0001543544,0.0002155341,0.7013705,0.2224133,0.02667456,0.00003445426,0.001894424,0.0008817827],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945269,0.00002903187,0.003720009,0.0001222665,0.00002943389,0.001241248,0.00006323175,0.0000634446,0.0002044385],"genre_scores_gemma":[0.9987639,2.525007e-7,0.0003883042,0.0001845857,0.00002061474,0.0005295063,0.00001382854,0.00002853747,0.00007046744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2420378,"threshold_uncertainty_score":0.9901133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02721907191655238,"score_gpt":0.2204512202899308,"score_spread":0.1932321483733784,"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."}}