{"id":"W4386432578","doi":"10.1007/978-981-19-9822-5_70","title":"The Greening of Foam Insulating Materials Considering Their Life Cycle and Effective Thermal Properties","year":2023,"lang":"en","type":"book-chapter","venue":"Environmental science and engineering","topic":"Aerogels and thermal insulation","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Nuclear decommissioning; Raw material; Life-cycle assessment; Thermal insulation; Environmental impact assessment; Architectural engineering; Materials science; Environmental science; Waste management; Engineering; Composite material; Production (economics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002480245,0.0001690199,0.0001611183,0.00002771727,0.0002597172,0.00006184562,0.00009227265,0.00007215549,0.00002713097],"category_scores_gemma":[0.00003345867,0.0001182575,0.000020622,0.00001649585,0.0003738468,0.0001358976,0.0002352996,0.0001153855,0.000002486305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004287833,"about_ca_system_score_gemma":0.000009547573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000117962,"about_ca_topic_score_gemma":5.810758e-7,"domain_scores_codex":[0.9992312,0.00000266082,0.0001812915,0.0002077119,0.0001991647,0.0001779401],"domain_scores_gemma":[0.9996594,0.00007380047,0.00009382506,0.0001104554,0.000004717551,0.00005779432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000006551605,0.000001538261,0.0001854499,0.00007178691,0.00002401587,0.000001502885,0.0004494657,0.001282978,0.9878268,0.0004664846,1.124265e-7,0.009683349],"study_design_scores_gemma":[0.0005141472,0.00007795862,0.03396409,0.001456869,0.00005575774,0.00003375542,0.0009312468,0.02495001,0.9357711,0.0006087904,0.0007139829,0.000922269],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955658,0.0006312765,0.000004913182,0.000008308208,0.00005791063,0.00009437755,0.00001372111,0.00003443466,0.003589305],"genre_scores_gemma":[0.9987169,0.0001924349,0.000025345,0.000004232606,0.00006392928,0.0000103196,0.000002147365,0.00003128638,0.0009534394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05205564,"threshold_uncertainty_score":0.48224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01143709043454434,"score_gpt":0.1686464071131899,"score_spread":0.1572093166786456,"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."}}