{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004781878,0.0004307864,0.0002431107,0.001002437,0.00116733,0.002955585,0.00102631,0.002291168,0.005320794],"category_scores_gemma":[0.003624154,0.0002460174,0.0004090466,0.0005127555,0.002035926,0.001784227,0.001079842,0.001677049,0.001805986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002575381,"about_ca_system_score_gemma":0.003512545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002997205,"about_ca_topic_score_gemma":0.003603661,"domain_scores_codex":[0.9962434,0.000849821,0.0001874294,0.0003046792,0.002074674,0.0003400576],"domain_scores_gemma":[0.9987292,0.0005512747,0.0001587614,0.000141034,0.000355691,0.00006400673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001176735,0.0001079238,0.0003874815,0.0008005829,0.0000120077,0.000679188,0.0007637976,0.001933865,0.03268184,0.7433051,0.02759134,0.1916192],"study_design_scores_gemma":[0.0000117268,0.00008631151,0.0003392849,0.0005091068,0.0000119761,0.0004178939,0.0002703672,0.0009424803,0.02837794,0.03234875,0.9366615,0.00002255981],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02580595,0.07143895,0.03623778,0.0281377,0.001786747,0.0003794215,0.0004775529,0.0004835767,0.8352523],"genre_scores_gemma":[0.5389238,0.1250451,0.06271091,0.02446758,0.001871022,0.001065097,0.0008006434,0.0004121129,0.2447037],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.005320794,"threshold_uncertainty_score":0.02528924,"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."}}