{"id":"W4401832341","doi":"10.1016/j.carbpol.2024.122646","title":"Gas evolution in self-extinguishing and insulative nanopolysaccharide-based hybrid foams","year":2024,"lang":"en","type":"article","venue":"Carbohydrate Polymers","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"H2020 European Research Council; Horizon 2020; European Research Council; Canada Excellence Research Chairs, Government of Canada; Khalifa University of Science, Technology and Research; Aalto-Yliopisto; European Commission; Canada Foundation for Innovation","keywords":"Nanofiber; Materials science; Polyurethane; Cellulose; Combustibility; Composite material; Thermal insulation; Nanocellulose; Composite number; Flammability; Chemical engineering; Chemistry; Layer (electronics); Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003179197,0.0001388352,0.0001389792,0.000196566,0.0001038367,0.0001755535,0.00008504109,0.00004498607,0.00007585386],"category_scores_gemma":[0.00008963075,0.0001320856,0.00003175302,0.0004263625,0.00007678302,0.0002867736,0.0000448798,0.00009775002,0.00002689167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001584655,"about_ca_system_score_gemma":0.0001074092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004785191,"about_ca_topic_score_gemma":0.00004902045,"domain_scores_codex":[0.9988561,0.00009255917,0.0002349669,0.0003619442,0.0001543447,0.0003000473],"domain_scores_gemma":[0.9995847,0.0001021863,0.00004177416,0.0001570734,0.00002553423,0.00008875741],"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":[0.00001429091,0.00002588021,0.001817578,0.00006033697,0.000005148705,0.000034011,0.001226241,0.0009382844,0.9917524,0.001353419,0.000008394287,0.002763995],"study_design_scores_gemma":[0.0004656636,0.00007958299,0.005055909,0.0002914952,0.0000357771,0.000008804849,0.0003021013,0.3486786,0.6429408,0.001522069,0.0002346123,0.0003846751],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957215,0.001584635,0.001006509,0.0002038086,0.000642399,0.0001504345,0.0000186551,0.0002561503,0.0004159356],"genre_scores_gemma":[0.9995214,0.00001369923,0.0002812426,0.00004990846,0.00005978741,0.00002178318,0.000005446222,0.00002226013,0.0000245228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3488117,"threshold_uncertainty_score":0.5386295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01050433899238238,"score_gpt":0.242296503122648,"score_spread":0.2317921641302656,"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."}}