{"id":"W2973087534","doi":"10.3390/ma12182987","title":"Regionalised Life Cycle Assessment of Bio-Based Materials in Construction; the Case of Hemp Shiv Treated with Sol-Gel Coatings","year":2019,"lang":"en","type":"article","venue":"Materials","topic":"Hygrothermal properties of building materials","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université de Sherbrooke; Natural Sciences and Engineering Research Council of Canada","funders":"","keywords":"Carbon footprint; Life-cycle assessment; Durability; Environmental impact assessment; Environmental science; Coating; Materials science; Pulp and paper industry; Engineering; Composite material; Production (economics); Greenhouse gas","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005215943,0.0005205619,0.0004176107,0.0007476959,0.0001757783,0.0005932175,0.0004124266,0.0006828086,0.0007045644],"category_scores_gemma":[0.0002747081,0.0002158313,0.001050011,0.0005379823,0.0002976521,0.0003981854,0.0003267799,0.0003029884,0.0001555392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001120092,"about_ca_system_score_gemma":0.0002666121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004148725,"about_ca_topic_score_gemma":0.00631727,"domain_scores_codex":[0.9997936,0.00003982179,0.00000992885,0.00005632764,0.00007050315,0.00002980691],"domain_scores_gemma":[0.9998265,0.00005077413,0.00003623798,0.00002396212,0.00005547819,0.000007162994],"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":[0.0004278332,0.000119095,0.0102868,0.00036058,0.0001216705,0.0002841053,0.00009501662,0.4399109,0.535318,0.0006730565,0.00008218197,0.01232084],"study_design_scores_gemma":[0.00002570533,0.00181517,0.0422003,0.00003702509,0.0002448871,0.0002559343,0.0003865639,0.4492151,0.5026097,0.0006987363,0.002453774,0.00005708744],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886346,0.0007042139,0.008526074,0.00001356056,0.000005504208,0.00004346742,0.0002920814,0.00003238232,0.001748145],"genre_scores_gemma":[0.9963265,0.0002984144,0.002565903,0.000004500902,9.137817e-7,0.00003047893,0.000136705,0.000009155478,0.0006273099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004148725,"threshold_uncertainty_score":0.008249164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01057630800571966,"score_gpt":0.2219952243183727,"score_spread":0.2114189163126531,"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."}}