{"id":"W4410412275","doi":"10.1038/s41565-025-01903-6","title":"Discovering nanoparticle corona ligands for liver macrophage capture","year":2025,"lang":"en","type":"article","venue":"Nature Nanotechnology","topic":"Nanoparticle-Based Drug Delivery","field":"Materials Science","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"Canada Research Chairs","keywords":"Corona (planetary geology); Nanoparticle; Nanotechnology; Macrophage; Materials science; Chemistry; Physics; Astrobiology; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000341953,0.0002731578,0.0003657895,0.0002421459,0.0002576127,0.00007752707,0.0006690613,0.001079288,0.0001114286],"category_scores_gemma":[0.0004788213,0.0002477838,0.0001204747,0.0006347132,0.0002790015,0.0002266185,0.0002915598,0.0006225824,0.000138576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001720429,"about_ca_system_score_gemma":0.0001446189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004149167,"about_ca_topic_score_gemma":0.00009248192,"domain_scores_codex":[0.9980134,0.00002577648,0.0003547794,0.0006691243,0.0002138563,0.0007230968],"domain_scores_gemma":[0.9987509,0.0002416706,0.0001061229,0.0006775223,0.0001521969,0.00007164969],"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":[0.0001939109,0.0001001452,0.0002454171,0.00006551963,0.00001600553,0.00004439696,0.0000652349,0.0000971597,0.9719504,0.02150959,0.002732744,0.002979453],"study_design_scores_gemma":[0.001216223,0.0001126133,0.0001379053,0.0000516847,0.00005130504,0.00001779871,0.00008597109,0.0009523714,0.9811202,0.002466239,0.01353849,0.0002491813],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871353,0.004785101,0.0025429,0.002607052,0.001505558,0.0005944474,0.00008610997,0.0005997206,0.0001438433],"genre_scores_gemma":[0.9950702,0.00003656495,0.002126929,0.001398365,0.00007190245,0.0001409705,0.000008543672,0.0000320234,0.00111449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01904335,"threshold_uncertainty_score":0.9999974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005317703691118908,"score_gpt":0.2455026239066989,"score_spread":0.2401849202155799,"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."}}