{"id":"W4220909441","doi":"10.3390/su14074161","title":"Life Cycle Environmental Sustainability and Energy Assessment of Timber Wall Construction: A Comprehensive Overview","year":2022,"lang":"en","type":"article","venue":"Sustainability","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Government","keywords":"Embodied energy; Life-cycle assessment; Global-warming potential; Sustainability; Environmental impact assessment; Global warming; Environmental science; Upstream (networking); Scopus; Greenhouse gas; Architectural engineering; Environmental resource management; Engineering; Climate change; Ecology; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000901589,0.0004066912,0.0005857945,0.00007209399,0.0007100908,0.00003091003,0.0003853172,0.0001041924,0.009026128],"category_scores_gemma":[0.0003126899,0.0004264552,0.0002278462,0.0003910116,0.002379093,0.0004104471,0.002295797,0.0004283487,0.000002990413],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008181906,"about_ca_system_score_gemma":0.0004266477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002671073,"about_ca_topic_score_gemma":0.00004689576,"domain_scores_codex":[0.9957391,0.000932887,0.0007363273,0.000965778,0.0008980644,0.0007278285],"domain_scores_gemma":[0.9979247,0.0002038126,0.0002984622,0.0009867266,0.00005517916,0.000531157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001336936,0.001118668,0.9706554,0.000264017,0.00004407112,0.00002485133,0.0007512987,0.01249517,0.0001086798,0.003931943,0.000271145,0.01020101],"study_design_scores_gemma":[0.0008937501,0.0004976613,0.9170409,0.000002290045,0.00005301026,0.00004557058,0.01359493,0.005417622,0.00004696741,0.03632281,0.02561804,0.0004664798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946656,0.0003165946,0.0002621436,0.002043935,0.00009184831,0.0007790502,0.00007771253,0.00005739385,0.001705769],"genre_scores_gemma":[0.9977684,0.00006707331,0.0006217837,0.0006161656,0.00001706258,0.0002386627,0.00003783432,0.00003059694,0.0006024422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0536146,"threshold_uncertainty_score":0.9998187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007254528514722604,"score_gpt":0.2590861435291059,"score_spread":0.2518316150143833,"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."}}