{"id":"W4399571906","doi":"10.1007/s13346-024-01646-2","title":"Toward an international standardisation roadmap for nanomedicine","year":2024,"lang":"en","type":"article","venue":"Drug Delivery and Translational Research","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"HORIZON EUROPE Framework Programme; Conseil Régional, Île-de-France; European Commission; European Partnership on Metrology; Bpifrance","keywords":"European commission; Commission; Nanomedicine; Test (biology); Political science; Engineering management; Engineering; Member states; Business; European union","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001802709,0.00007955485,0.0001083137,0.0001990453,0.0001782386,0.00006268977,0.0001149685,0.0001107515,0.0008680202],"category_scores_gemma":[0.0000655476,0.00006199064,0.00005663604,0.0001401068,0.0002683858,0.0002218385,0.00001869882,0.0002602855,0.00002101366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001930563,"about_ca_system_score_gemma":0.0001100813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002326323,"about_ca_topic_score_gemma":0.00001490382,"domain_scores_codex":[0.9989993,0.0001723961,0.0001685795,0.000290918,0.0001355854,0.0002332081],"domain_scores_gemma":[0.998894,0.0007573079,0.000008997293,0.00007457077,0.0002224135,0.00004270424],"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":[0.001811091,0.0002437055,0.002375616,0.0002863473,0.0007174757,0.0000208911,0.003051887,0.00001419052,0.06501051,0.1909376,0.01454661,0.7209841],"study_design_scores_gemma":[0.001528688,0.0003442254,0.009126383,0.0001236601,0.00006438039,0.00003647412,0.0005264932,0.00461342,0.01312747,0.04010743,0.9301742,0.0002271519],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7671015,0.05285474,0.05108314,0.09373938,0.005193956,0.002238661,0.003259009,0.0003471298,0.02418246],"genre_scores_gemma":[0.9956579,0.0004640974,0.001209391,0.00009810288,0.0001806169,0.00002843014,0.0002963023,0.00000907847,0.00205611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9156276,"threshold_uncertainty_score":0.9504213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1286212649432285,"score_gpt":0.4300883422829169,"score_spread":0.3014670773396884,"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."}}