{"id":"W3194119391","doi":"10.1039/d1gc01684a","title":"Multifunctional lignin-based nanocomposites and nanohybrids","year":2021,"lang":"en","type":"review","venue":"Green Chemistry","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":274,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"H2020 European Research Council; Horizon 2020 Framework Programme; NordForsk; Vetenskapsrådet; Canada Foundation for Innovation; Academy of Finland; Canada Excellence Research Chairs, Government of Canada","keywords":"Lignin; Nanocomposite; Nanotechnology; Materials science; Chemistry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001374053,0.0002952976,0.0001703681,0.0002886882,0.0001200596,0.0003935632,0.0002649321,0.0004067825,0.001519665],"category_scores_gemma":[0.0001233879,0.0001680953,0.0002057932,0.0001814721,0.0001785297,0.0004247461,0.0003209157,0.000491271,0.0004270163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002988797,"about_ca_system_score_gemma":0.00007736992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001405268,"about_ca_topic_score_gemma":0.0005393825,"domain_scores_codex":[0.9998883,0.00001216814,0.000006632708,0.00003801689,0.00003005222,0.00002475],"domain_scores_gemma":[0.9999609,0.000009403167,0.00001052902,0.0000027024,0.000007398884,0.000009136141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002464046,0.00003271629,0.00004819175,0.0002710886,0.00001474103,0.00009435442,0.000033032,0.000399417,0.9897696,0.001880553,0.0003629731,0.007068661],"study_design_scores_gemma":[0.00001108902,0.0001783912,0.0008151358,0.00002746218,0.00003437861,0.0002426185,0.00005513815,0.003446616,0.9594446,0.0008662383,0.03485434,0.00002399533],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.8678085,0.03286307,0.06165627,0.001072801,0.0006374549,0.0001494553,0.0008451262,0.001479523,0.03348778],"genre_scores_gemma":[0.9731045,0.004845806,0.01251612,0.0002913109,0.00005948183,0.0001105719,0.0003411293,0.00008032005,0.008650765],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.001519665,"threshold_uncertainty_score":0.005083859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01629281894852448,"score_gpt":0.2394847442574269,"score_spread":0.2231919253089025,"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."}}