{"id":"W4385407592","doi":"10.1016/j.dscb.2023.100089","title":"A perspective on next generation nanomedicine: Nanogels for therapeutic delivery in biomedical research","year":2023,"lang":"en","type":"article","venue":"Brain Disorders","topic":"Nanoparticle-Based Drug Delivery","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Krembil Foundation; University of Toronto","funders":"","keywords":"Nanomedicine; Perspective (graphical); Nanotechnology; Drug delivery; Medicine; Engineering ethics; Computer science; Engineering; Materials science; Nanoparticle; Artificial intelligence","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":[0.00256028,0.0001599458,0.0002020602,0.0006869521,0.0002368443,0.00008199066,0.0003158276,0.0001135271,0.0001740803],"category_scores_gemma":[0.0008892412,0.0001443566,0.00006911967,0.001444059,0.0003756861,0.0002071016,0.00007534694,0.0001747905,0.0006579823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003623161,"about_ca_system_score_gemma":0.0002554061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003735981,"about_ca_topic_score_gemma":0.0004494941,"domain_scores_codex":[0.9972997,0.0003928798,0.000301474,0.0005898626,0.0006901211,0.0007259613],"domain_scores_gemma":[0.9979336,0.001417275,0.0000472237,0.000327488,0.000155646,0.0001187991],"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":[0.0001974353,0.0002350798,0.0000853435,0.0000213976,0.000007887636,0.00001007338,0.002077014,0.0002288852,0.9614583,0.003240801,0.02687757,0.005560252],"study_design_scores_gemma":[0.02209461,0.007558407,0.008082894,0.0005725581,0.00006378395,0.00001166629,0.06276177,0.1523943,0.6079764,0.07125292,0.06492883,0.002301862],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723747,0.000325804,0.0001913049,0.0252751,0.0004739365,0.0009492275,0.00002754832,0.0001496659,0.0002326463],"genre_scores_gemma":[0.9974418,0.00009188911,0.0001494771,0.001187267,0.0002221504,0.0003995057,0.0000380746,0.0000372476,0.0004326366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3534819,"threshold_uncertainty_score":0.8457251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09597943440643063,"score_gpt":0.3668542464793962,"score_spread":0.2708748120729655,"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."}}