{"id":"W4403555790","doi":"10.1007/978-3-031-69654-1_4","title":"Recent Progress in Wood-Based Bio-nanocomposites and Their Biomedical Applications","year":2024,"lang":"en","type":"book-chapter","venue":"Springer series on polymer and composite materials","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lambton College","funders":"","keywords":"Materials science; Nanocomposite; Nanotechnology; Biochemical engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002526498,0.0005308813,0.0004324843,0.0006729352,0.0001826921,0.001035384,0.0005206994,0.0005373043,0.00698057],"category_scores_gemma":[0.0001404299,0.0003089154,0.0002662211,0.001385776,0.0002386507,0.001254672,0.0004343764,0.0007788441,0.003278684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002778471,"about_ca_system_score_gemma":0.0002602199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002950871,"about_ca_topic_score_gemma":0.0008537092,"domain_scores_codex":[0.9999249,0.000006909027,0.000005529494,0.000019439,0.00003213387,0.00001104681],"domain_scores_gemma":[0.9999124,0.00005239297,0.000008789938,0.000003437151,0.00001571821,0.000007171046],"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":[0.0001325699,0.000236049,0.00008765692,0.005320694,0.00003319938,0.0002964604,0.0001369655,0.001299484,0.2711484,0.01130967,0.01611212,0.6938866],"study_design_scores_gemma":[0.00001108909,0.0002470518,0.000694216,0.0004153576,0.00004797579,0.0007815597,0.00006666136,0.0009705087,0.1102294,0.005426973,0.8810797,0.00002949918],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007220917,0.9409069,0.006700716,0.0004047085,0.00107496,0.00001988886,0.00009244854,0.000120392,0.04345911],"genre_scores_gemma":[0.02733741,0.8656304,0.00868686,0.000726679,0.001247239,0.00005965462,0.0003549786,0.00009195081,0.09586485],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00698057,"threshold_uncertainty_score":0.02335232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0136914492534562,"score_gpt":0.2613205715873833,"score_spread":0.2476291223339271,"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."}}