{"id":"W4367835313","doi":"10.1021/acs.chemrev.2c00816","title":"Thermal Stability of Cellulose Nanomaterials","year":2023,"lang":"en","type":"review","venue":"Chemical Reviews","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":154,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; FPInnovations; Canada Foundation for Innovation","keywords":"Thermal stability; Chemistry; Nanomaterials; Cellulose; Cellulosic ethanol; Thermal; Nanotechnology; Organic chemistry; Thermodynamics; Materials science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002618111,0.0006499825,0.005315868,0.00008304275,0.00005063786,0.0000356407,0.001106506,0.000312949,0.001668036],"category_scores_gemma":[0.003562173,0.0004140337,0.001025409,0.0005147036,0.0005299069,0.0001004741,0.001005185,0.0003240591,0.004097452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002113608,"about_ca_system_score_gemma":0.0002330225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005190968,"about_ca_topic_score_gemma":3.349614e-7,"domain_scores_codex":[0.9948955,0.0006498027,0.002332577,0.0008808154,0.0005256239,0.0007156463],"domain_scores_gemma":[0.996201,0.001117098,0.001155094,0.001210263,0.0001125424,0.0002039627],"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":[0.000006119992,0.00007277026,1.289274e-7,0.1432068,0.0000361042,0.000007516085,0.00003660192,1.724669e-8,0.4238561,0.00005943089,0.001085048,0.4316334],"study_design_scores_gemma":[0.00005332137,0.0000167101,3.042646e-8,0.01151243,0.0001949453,0.000002133186,0.000002434703,1.300251e-7,0.1629072,0.00006619941,0.8249412,0.000303283],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004978348,0.9959428,0.00001189497,0.000004433658,0.0004528647,0.002086714,0.0001866248,0.0001218061,0.0006949839],"genre_scores_gemma":[0.000005175994,0.9977199,0.0006979771,0.000004985759,0.000398952,0.0007007528,0.00007753022,0.00009005825,0.0003045947],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8238561,"threshold_uncertainty_score":0.9998311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1953075696407863,"score_gpt":0.4126899456842596,"score_spread":0.2173823760434733,"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."}}