{"id":"W4410948614","doi":"10.1080/24751448.2025.2475722","title":"Stretch Codes and the Building Envelope","year":2025,"lang":"en","type":"article","venue":"Technology|Architecture + Design","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Envelope (radar); Building envelope; Computer science; Physics; Telecommunications; Meteorology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006672232,0.0002631221,0.0001533624,0.0005939306,0.0005566648,0.001680215,0.0004621507,0.0005082313,0.004607214],"category_scores_gemma":[0.001207593,0.0001599275,0.0002414894,0.0009072471,0.00155614,0.001262851,0.0009147365,0.0006917218,0.0005551179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00195517,"about_ca_system_score_gemma":0.001907489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008948288,"about_ca_topic_score_gemma":0.01638126,"domain_scores_codex":[0.9992729,0.0001582948,0.00002841562,0.00005372114,0.0004186918,0.00006794259],"domain_scores_gemma":[0.9995797,0.0001302272,0.00007544804,0.00006115986,0.0001324836,0.00002094651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006805307,0.00003070383,0.003382708,0.0006000192,0.00002169317,0.0001059008,0.0004985742,0.05849363,0.007852677,0.7176208,0.004896836,0.2064285],"study_design_scores_gemma":[0.00001386291,0.0002119748,0.01322528,0.0009254407,0.00004287617,0.0003603838,0.00137664,0.0212834,0.0174221,0.2496308,0.6954383,0.00006895335],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.2647473,0.06074903,0.2272377,0.00614638,0.0006719599,0.0001664762,0.0007221464,0.0004245988,0.4391345],"genre_scores_gemma":[0.9032561,0.01843322,0.0431141,0.0004095666,0.00006593498,0.0001000873,0.0003112014,0.0001780771,0.03413177],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.008948288,"threshold_uncertainty_score":0.0177924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003872443172021165,"score_gpt":0.1924907121479646,"score_spread":0.1886182689759434,"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."}}