{"id":"W4412840564","doi":"10.1016/b978-0-443-23806-2.00002-6","title":"Sustainable flame-retardant additives","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Flame retardant materials and properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Fire retardant; Business; Materials science; Pulp and paper industry; Environmental science; Composite material; Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006012853,0.0007369525,0.001085206,0.0002214473,0.0003363392,0.0003746743,0.0006787911,0.0004342647,0.008027637],"category_scores_gemma":[0.00007400318,0.0005941067,0.0003365337,0.00001662926,0.0004134862,0.0001384738,0.0005610067,0.0003572018,0.00164619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001572747,"about_ca_system_score_gemma":0.0004904688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008640019,"about_ca_topic_score_gemma":0.00001608762,"domain_scores_codex":[0.9970375,0.00009138033,0.0007449623,0.000850845,0.0005018333,0.0007735218],"domain_scores_gemma":[0.9982161,0.0001039583,0.0003447738,0.0008726167,0.0003121178,0.0001504663],"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":[0.0002639951,0.00002241326,0.000001090919,0.003422173,0.0002316015,0.0006321683,0.0008106776,0.000003380452,0.04042026,0.1671985,0.01278588,0.7742078],"study_design_scores_gemma":[0.0001997159,0.00009531121,0.000001352022,0.001171181,0.0001537225,0.00001692857,0.00004990369,0.000003124551,0.02855063,0.01511154,0.9539556,0.0006909698],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004866592,0.00488941,0.000003079909,0.00009358732,0.001263935,0.000830076,0.0003126173,0.0002524887,0.9918681],"genre_scores_gemma":[0.0007888772,0.0005119016,0.0003910457,0.0003293303,0.0005391079,0.00009309303,0.00006480219,0.0001058583,0.997176],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9411697,"threshold_uncertainty_score":0.999651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01062718547190319,"score_gpt":0.215728785348296,"score_spread":0.2051015998763928,"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."}}