{"id":"W7055876716","doi":"","title":"Developing a grading tool for sustainable design of structural systems in buildings","year":2021,"lang":"en","type":"article","venue":"KTH Publication Database DiVA (KTH Royal Institute of Technology)","topic":"Thermal properties of materials","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Engineering Link (Canada)","funders":"Linköpings Universitet","keywords":"Benchmarking; Ecodesign; Adaptability; Sustainability; Structural system; Identification (biology); Certification; Sustainable development","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":[0.01012317,0.001292001,0.0006608095,0.007591806,0.0009716798,0.00389609,0.001517954,0.0009786329,0.00833685],"category_scores_gemma":[0.03847469,0.0006117801,0.001215994,0.003149136,0.0008221466,0.003687236,0.002437345,0.001436995,0.002610999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001566632,"about_ca_system_score_gemma":0.003167814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002923861,"about_ca_topic_score_gemma":0.005118642,"domain_scores_codex":[0.9910971,0.002490031,0.001571861,0.0003800915,0.004173751,0.0002872942],"domain_scores_gemma":[0.9781055,0.01031392,0.001417792,0.001430711,0.008456937,0.0002749794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009492183,0.0003958663,0.006332725,0.002254985,0.00004291449,0.0002585684,0.007621977,0.0135159,0.01805187,0.03035726,0.01713977,0.9039332],"study_design_scores_gemma":[0.0002037988,0.001560106,0.02998498,0.004691903,0.0002191236,0.001123499,0.01408442,0.1597533,0.05655162,0.08693008,0.6444462,0.0004508377],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03844523,0.0003398448,0.9120025,0.0006350196,0.0002092338,0.003456843,0.001583075,0.006205091,0.03712324],"genre_scores_gemma":[0.06129434,0.0002863595,0.9314961,0.00008435935,0.00001474728,0.001275592,0.001257253,0.0004234801,0.003867684],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01012317,"threshold_uncertainty_score":0.05353707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03894350019936763,"score_gpt":0.2780177141924322,"score_spread":0.2390742139930645,"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."}}