{"id":"W4210402169","doi":"10.3390/su14031356","title":"Energy Systems and Energy Sharing in Traditional and Sustainable Archetypes of Urban Developments","year":2022,"lang":"en","type":"article","venue":"Sustainability","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island; University of Calgary","funders":"","keywords":"Context (archaeology); Energy consumption; Environmental economics; Energy planning; Sustainable development; Archetype; Efficient energy use; Energy (signal processing); Architectural engineering; Civil engineering; Computer science; Renewable energy; Geography; Engineering; Mathematics; Economics; Statistics; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003504322,0.0001513698,0.0001515661,0.0005274271,0.0004973268,0.001197162,0.0003252612,0.0002213894,0.001650655],"category_scores_gemma":[0.0005261044,0.0001440754,0.0001390565,0.001046575,0.001115636,0.00110635,0.0009739881,0.0001517432,0.0001483897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001109048,"about_ca_system_score_gemma":0.0004750064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002884709,"about_ca_topic_score_gemma":0.01052548,"domain_scores_codex":[0.9996167,0.0001516748,0.00001222326,0.00005990636,0.00008662766,0.00007279449],"domain_scores_gemma":[0.9998794,0.00002766874,0.00002725484,0.0000243703,0.00002659365,0.00001471054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002175682,0.0002291504,0.1117063,0.0001404885,0.0001473134,0.0003729999,0.001738949,0.4312928,0.008724329,0.3386526,0.001154676,0.1056229],"study_design_scores_gemma":[0.00003649928,0.0003905413,0.3389565,0.00009944894,0.00006977443,0.0004244201,0.01306708,0.2894159,0.008027096,0.3187453,0.0306989,0.00006875579],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9450796,0.0003317748,0.02094853,0.000157448,0.000004761469,0.00002585414,0.00007705219,0.00001905843,0.03335596],"genre_scores_gemma":[0.9969099,0.00007585601,0.001959082,0.000005996393,0.000001482913,0.000009341876,0.00002089196,0.000005401231,0.001012015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002884709,"threshold_uncertainty_score":0.008046746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008039659106111503,"score_gpt":0.1849142471181273,"score_spread":0.1768745880120157,"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."}}