{"id":"W4235729757","doi":"10.2172/1165978","title":"Fenestration system energy performance research, implementation, and international harmonization","year":2014,"lang":"en","type":"report","venue":"","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Harmonization; Process (computing); Computer science; Engineering; Systems engineering","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":[0.04092211,0.0005522859,0.0005704856,0.001771892,0.001984935,0.00479362,0.003618467,0.00177501,0.01321813],"category_scores_gemma":[0.02777694,0.0002966651,0.0006718686,0.002381719,0.001840962,0.006379077,0.002901781,0.002356975,0.002833754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01034267,"about_ca_system_score_gemma":0.02177236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03043369,"about_ca_topic_score_gemma":0.01533239,"domain_scores_codex":[0.9668141,0.007221757,0.001715368,0.002395251,0.01978017,0.002073359],"domain_scores_gemma":[0.9692292,0.002152757,0.001123552,0.004902917,0.02198969,0.000601878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004252161,0.0008252795,0.01546237,0.0007838031,0.00005581591,0.0001754973,0.002092817,0.02243054,0.01225903,0.2897206,0.06261593,0.5931531],"study_design_scores_gemma":[0.0001115725,0.002053157,0.04508819,0.001126559,0.00004375011,0.0004739013,0.004789638,0.01930292,0.03447721,0.02068339,0.8717147,0.000135056],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09440593,0.003209109,0.1282637,0.01358277,0.0007185211,0.001444558,0.001218116,0.001510098,0.7556472],"genre_scores_gemma":[0.7463628,0.003622383,0.1139037,0.001385125,0.0001727268,0.001449484,0.00388937,0.00113787,0.1280767],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04092211,"threshold_uncertainty_score":0.2164193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04707988594072267,"score_gpt":0.3172516958618972,"score_spread":0.2701718099211746,"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."}}