{"id":"W4412160129","doi":"10.1002/9781394287345.ch22","title":"Regulatory Aspects of Bioactive‐Based Nanocarriers","year":2025,"lang":"en","type":"other","venue":"","topic":"Graphene and Nanomaterials Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nanocarriers; Nanotechnology; Computational biology; Chemistry; Computer science; Biology; Materials science; Drug delivery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002032987,0.0001281141,0.0001982499,0.0002488148,0.000007683607,0.000004063338,0.0001004446,0.0001678633,0.002156351],"category_scores_gemma":[0.000002036598,0.0001250588,0.00005926252,0.0001567383,0.00003193656,0.000006901304,0.000008028942,0.00003235218,0.00002801007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001553499,"about_ca_system_score_gemma":0.00005303196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007910628,"about_ca_topic_score_gemma":0.00002973973,"domain_scores_codex":[0.99962,0.000005780077,0.0001163213,0.0001098496,0.00005974262,0.00008829562],"domain_scores_gemma":[0.9996072,0.00001024897,0.00003413866,0.0003102405,0.00001167319,0.00002648713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002597744,0.0000196304,0.00002579178,0.0004961683,0.0002288323,7.754168e-7,0.000006250405,0.00008883168,0.04506756,0.06346734,0.8898188,0.0007773586],"study_design_scores_gemma":[0.0002359676,0.000009319217,0.0002467085,0.0001733443,0.00006316801,1.424101e-7,0.000009967488,0.0001153793,0.3734492,0.000689977,0.6247433,0.0002635297],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001811565,0.0005000381,0.001873838,0.000007860805,0.0002360143,0.0001684732,0.000111003,0.0005243131,0.9963973],"genre_scores_gemma":[0.3264029,0.0002607913,0.005138631,0.00008641545,0.0001842108,0.0001483733,0.0001311057,0.0007361521,0.6669115],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3294858,"threshold_uncertainty_score":0.9987558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004385830122214638,"score_gpt":0.1948971114846126,"score_spread":0.190511281362398,"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."}}