{"id":"W4406343460","doi":"10.1121/10.0034994","title":"Investigating embodied carbon of common floor ceiling assemblies and low carbon buildups to meet new requirements","year":2024,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Greenhouse gas; Architectural engineering; Engineering; Architecture; Embodied cognition; Building design; Built environment; Civil engineering; Construction engineering; Computer science; Ecology","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":[0.0009707799,0.000356434,0.0001603937,0.0009299146,0.0003484901,0.001085499,0.0003897708,0.0003908996,0.001725344],"category_scores_gemma":[0.002966849,0.0001274494,0.0003516397,0.0009399399,0.0004451382,0.0008864086,0.0005152905,0.0003682728,0.000281467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001356727,"about_ca_system_score_gemma":0.0005022757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01048768,"about_ca_topic_score_gemma":0.02020789,"domain_scores_codex":[0.9991913,0.0001723263,0.00003421466,0.0001027728,0.0003730325,0.0001263315],"domain_scores_gemma":[0.9979353,0.0009307044,0.0003732122,0.0001186771,0.0005414677,0.0001006851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001289697,0.001216304,0.6328795,0.0004062873,0.0002508896,0.001110207,0.002387071,0.1469034,0.09789804,0.01680958,0.001012794,0.09783629],"study_design_scores_gemma":[0.00001435759,0.001248965,0.8799135,0.0000624813,0.0001092283,0.0002849269,0.004696124,0.05216427,0.05209771,0.003213309,0.006134619,0.000060522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916797,0.00008560854,0.0009280223,0.000021744,0.000003959669,0.00001303033,0.0001037371,0.000004528458,0.007159607],"genre_scores_gemma":[0.9982302,0.00004532178,0.0005821156,0.000006524566,0.000001620635,0.00001106323,0.00009326861,0.000008193299,0.001021581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01048768,"threshold_uncertainty_score":0.02085328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0141534653214099,"score_gpt":0.2707630222531135,"score_spread":0.2566095569317036,"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."}}