{"id":"W4404522504","doi":"10.1515/ntrev-2024-0119","title":"Structural performance of boards through nanoparticle reinforcement: An advance review","year":2024,"lang":"en","type":"article","venue":"Nanotechnology Reviews","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Reinforcement; Nanoparticle; Materials science; Nanotechnology; Composite material","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":[],"consensus_categories":[],"category_scores_codex":[0.0008931234,0.0002510775,0.0007549131,0.0000722465,0.0001442737,0.00001913429,0.0006007708,0.0001119357,0.0004859842],"category_scores_gemma":[0.0003928658,0.0001785945,0.0001155391,0.0007028749,0.0005326734,0.0008477769,0.0002741809,0.0002844703,0.000474772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008198332,"about_ca_system_score_gemma":0.00006483393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006643313,"about_ca_topic_score_gemma":0.000004255661,"domain_scores_codex":[0.9976766,0.0001286507,0.0008138837,0.0005219111,0.0003235071,0.0005354287],"domain_scores_gemma":[0.9987119,0.0000577592,0.0002008624,0.0008718452,0.0001037419,0.00005387444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002008295,0.00001804216,0.00003716447,0.009098463,0.00001497668,0.00001987594,0.0001326103,0.00005595173,0.8394015,0.007325245,0.000900331,0.1429758],"study_design_scores_gemma":[0.0001333112,0.0004156822,0.000008631392,0.004488033,0.00004679507,0.00005320519,0.00001743288,0.0007463293,0.6575511,0.001032299,0.3352613,0.0002458726],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.4164378,0.5805944,0.0004916359,0.0006567688,0.0002967779,0.0008560818,0.000009034868,0.0002916679,0.0003658144],"genre_scores_gemma":[0.4804727,0.5118057,0.006699364,0.000273806,0.00004986536,0.0002458748,0.000006958503,0.00002705459,0.0004186469],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.334361,"threshold_uncertainty_score":0.7282874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04051171570984154,"score_gpt":0.3540102123896173,"score_spread":0.3134984966797758,"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."}}