{"id":"W3174039233","doi":"10.1016/j.solener.2021.05.091","title":"Early stage design for an institutional net zero energy archetype building. Part 1: Methodology, form and sensitivity analysis","year":2021,"lang":"en","type":"article","venue":"Solar Energy","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada","keywords":"Roof; Building-integrated photovoltaics; Facade; Sensitivity (control systems); Photovoltaic system; Environmental science; Tilt (camera); Zero-energy building; Architectural engineering; Solar energy; Computer science; Structural engineering; Engineering; Electrical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004589894,0.0001776074,0.0002766766,0.000153858,0.0001769423,0.00005937919,0.0000588697,0.0001786626,0.00001711582],"category_scores_gemma":[0.00005533923,0.000194332,0.0001058037,0.0004176153,0.00005413812,0.0002608452,0.00004299381,0.00008814305,1.148556e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004601327,"about_ca_system_score_gemma":0.00005864857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004006246,"about_ca_topic_score_gemma":0.0008151461,"domain_scores_codex":[0.9989119,0.0001924722,0.0001931106,0.0003118653,0.0001115175,0.0002791291],"domain_scores_gemma":[0.9992918,0.0002176691,0.0000384303,0.0002488616,0.0000909745,0.0001122089],"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":[0.00002598811,0.00002154369,0.000138785,0.00001005197,0.0003816916,0.00001343405,0.00004136722,0.9015823,0.003303206,0.08649348,0.00009258112,0.007895591],"study_design_scores_gemma":[0.000303999,0.00007538845,0.0003944773,0.000007659122,0.0002218217,0.00002229196,0.00001204795,0.9344271,0.03582377,0.005693228,0.02271582,0.0003024207],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04794758,0.0003230865,0.9511089,0.00002096774,0.0002117125,0.00002649936,0.00003257783,0.0001577771,0.0001709031],"genre_scores_gemma":[0.8138568,0.0002530869,0.1850419,0.0001321977,0.0001088527,0.00003435133,0.0002739299,0.0000293287,0.0002694618],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.766067,"threshold_uncertainty_score":0.7924627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05733164627616504,"score_gpt":0.2653317016603475,"score_spread":0.2080000553841824,"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."}}