{"id":"W4386253629","doi":"10.1002/cben.202300014","title":"Recent Developments in Biobased Foams and Foam Composites for Construction Applications","year":2023,"lang":"en","type":"article","venue":"ChemBioEng Reviews","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Cellulose; Fire retardant; Commercialization; Nanofiber; Composite material; Business; Chemical engineering; Engineering","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":[0.0003936956,0.0001122643,0.0002537718,0.00007664758,0.0001332691,0.00004905119,0.0001127017,0.00004222856,0.00001749328],"category_scores_gemma":[0.00003675178,0.0001002272,0.00002952971,0.0003430504,0.00004706641,0.00007036046,0.00005035959,0.0000430086,0.00009278733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004366403,"about_ca_system_score_gemma":0.00002585152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007552071,"about_ca_topic_score_gemma":0.000009265526,"domain_scores_codex":[0.9990221,0.00003515355,0.0003702284,0.0002739684,0.00006813671,0.0002303774],"domain_scores_gemma":[0.99957,0.00006908472,0.0001076347,0.0001580158,0.00003016504,0.00006505934],"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":[0.000008296233,0.00002302384,0.001220791,0.0002467747,0.000002483843,4.609531e-7,0.0001125762,0.000001938125,0.7604055,0.00037866,0.0004413184,0.2371581],"study_design_scores_gemma":[0.0004655742,0.0000188936,0.0006851631,0.0001626375,0.00001421737,0.000009018654,0.00004758912,0.0004403303,0.5093508,0.0003556924,0.4882539,0.0001962049],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9109821,0.06827267,0.01053643,0.002176703,0.0008057095,0.005613553,0.00008882494,0.0004544993,0.001069476],"genre_scores_gemma":[0.4604838,0.1378575,0.3893675,0.001932023,0.0006211919,0.007992971,0.001091194,0.0001481107,0.0005057293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4878125,"threshold_uncertainty_score":0.4087146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04516625319491671,"score_gpt":0.3047357369783366,"score_spread":0.2595694837834198,"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."}}