{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007168036,0.0005221377,0.0003750423,0.001128217,0.0001518458,0.000724114,0.0003117149,0.0007982928,0.00216784],"category_scores_gemma":[0.0004487924,0.0003273895,0.0003736592,0.001208254,0.0002903576,0.0008934005,0.0003519195,0.0008355504,0.001299194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003749274,"about_ca_system_score_gemma":0.0003107266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002837884,"about_ca_topic_score_gemma":0.0005223159,"domain_scores_codex":[0.9998221,0.00002894818,0.00002062812,0.0000365329,0.00007086297,0.00002094697],"domain_scores_gemma":[0.9996228,0.0001535298,0.0000720805,0.00001315814,0.0001134757,0.00002490802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000137506,0.0002753809,0.0005871554,0.01813844,0.00009118891,0.0005857153,0.0002646423,0.002234247,0.1793651,0.01518876,0.01190254,0.7712293],"study_design_scores_gemma":[0.00001398429,0.0008435069,0.001558661,0.001232314,0.00009445779,0.00185282,0.0001332178,0.001440777,0.08954953,0.002811958,0.9004121,0.00005681172],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006898334,0.9795824,0.003434523,0.0004314116,0.0002872564,0.00001999441,0.00004939465,0.00003663463,0.009260098],"genre_scores_gemma":[0.03745033,0.9509366,0.006058235,0.0004989916,0.000466029,0.00003542258,0.0001345028,0.00001692509,0.004403113],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00216784,"threshold_uncertainty_score":0.007252157,"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."}}