{"id":"W7127950618","doi":"10.22260/crc-csce-2025/0032","title":"Embodied Carbon Optimization for Residential Building Design through Strategic Low-Carbon Material Configurations","year":2025,"lang":"","type":"article","venue":"","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Building design; Carbon fibers; Design methods; Work (physics); Production (economics)","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":[0.0005373437,0.0008545421,0.0005429475,0.001065935,0.0004636598,0.001350824,0.0007159482,0.0006756574,0.002450477],"category_scores_gemma":[0.0009728039,0.000445263,0.0006095504,0.0009169036,0.0005705628,0.000702477,0.0007008467,0.0004524877,0.0002383601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001984281,"about_ca_system_score_gemma":0.002026106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01503699,"about_ca_topic_score_gemma":0.03900729,"domain_scores_codex":[0.9997154,0.0001054332,0.000007495261,0.0000342875,0.00007509432,0.00006222819],"domain_scores_gemma":[0.9997707,0.0001213853,0.00002810162,0.00001848016,0.00004149539,0.00001978908],"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":[0.00003076604,0.00003690903,0.001276796,0.00004284268,0.00001311542,0.00005751806,0.00002316699,0.9874716,0.001444102,0.002176896,0.0001422114,0.007283968],"study_design_scores_gemma":[0.00001602959,0.0000981217,0.001037715,0.0000155007,0.00002479595,0.00002302955,0.0001624773,0.9923728,0.001297379,0.003737659,0.001201249,0.00001330486],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8160655,0.0009404776,0.1417763,0.0003602265,0.00002777871,0.0001882058,0.0004917211,0.0002313278,0.03991837],"genre_scores_gemma":[0.9575083,0.0002365184,0.04016099,0.00002986938,0.000002519421,0.00009482536,0.0002028507,0.00003494684,0.001729215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01503699,"threshold_uncertainty_score":0.02989894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02340474682355909,"score_gpt":0.2830274381470915,"score_spread":0.2596226913235324,"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."}}