{"id":"W4390080798","doi":"10.20944/preprints202312.1480.v1","title":"Review of Commercially Available Nano-Drugs and Nano-Delivery Systems: Challenges and Perspectives","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Nanoparticle-Based Drug Delivery","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Université de Sherbrooke","funders":"","keywords":"Nanotechnology; Nano-; Drug delivery; Delivery system; Risk analysis (engineering); Computer science; Medicine; Engineering; Materials science; Pharmacology","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":[0.001176717,0.000864885,0.001411518,0.002866292,0.0003537499,0.001539745,0.0009814898,0.001368664,0.005271108],"category_scores_gemma":[0.001556887,0.00045744,0.0007895649,0.002904746,0.0004082114,0.002247931,0.0006847,0.001323353,0.003080563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006459721,"about_ca_system_score_gemma":0.001372464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006504441,"about_ca_topic_score_gemma":0.0008409342,"domain_scores_codex":[0.9993338,0.0001053239,0.0001234516,0.000104324,0.0002827552,0.00005027184],"domain_scores_gemma":[0.9988149,0.0006609997,0.0001440341,0.00003799695,0.0002859256,0.00005618681],"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":[0.0001387677,0.0001176521,0.0001848741,0.05109819,0.000151947,0.0002545289,0.0001048901,0.000509025,0.00694416,0.008011006,0.04978932,0.8826957],"study_design_scores_gemma":[0.000007464605,0.0001030471,0.0003709989,0.003499557,0.0001278992,0.0006190091,0.00004601971,0.0001248683,0.002557556,0.001220368,0.9913005,0.00002284781],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002312772,0.9973782,0.0004060531,0.00038513,0.0003233071,0.00000830484,0.00005431029,0.00001590267,0.001197471],"genre_scores_gemma":[0.001067201,0.9965281,0.0006764577,0.0003843727,0.0003242216,0.00001608411,0.00008926466,0.000007420953,0.0009070046],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005271108,"threshold_uncertainty_score":0.01763362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1635999021028144,"score_gpt":0.3217749673147486,"score_spread":0.1581750652119342,"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."}}