{"id":"W4408345701","doi":"10.1126/sciadv.adr3356","title":"Active microgel particle swarms for intrabronchial targeted delivery","year":2025,"lang":"en","type":"article","venue":"Science Advances","topic":"Micro and Nano Robotics","field":"Physics and Astronomy","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Imaging phantom; Biomedical engineering; Lung; Nanotechnology; Materials science; Computer science; Medicine; Radiology","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":[0.00009398319,0.0001910154,0.0001789705,0.0001691059,0.0001397993,0.0002417808,0.0001452214,0.0002341028,0.0004671381],"category_scores_gemma":[0.0001314306,0.0001089549,0.0001475768,0.00008155237,0.0001876308,0.0002010277,0.0002054253,0.0002168602,0.000162946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002069635,"about_ca_system_score_gemma":0.0001395659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005964084,"about_ca_topic_score_gemma":0.000943466,"domain_scores_codex":[0.9999448,0.000006734269,0.000003796551,0.00001475249,0.00001825836,0.00001163385],"domain_scores_gemma":[0.9999467,0.000009773516,0.00001452077,0.000006332218,0.000008595847,0.00001409104],"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":[0.00004762279,0.00003315697,0.0002111437,0.0001027708,0.00001101033,0.00005729874,0.00006645996,0.003037784,0.9798515,0.0008743783,0.0003369272,0.01536994],"study_design_scores_gemma":[0.0000651432,0.0007203564,0.002111436,0.00001940044,0.00003465038,0.0001418033,0.00006210947,0.07509798,0.9072557,0.0005329212,0.01392826,0.00003018976],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8534353,0.005468364,0.134205,0.0003312004,0.0002105485,0.0001327112,0.0001623282,0.0007309874,0.005323423],"genre_scores_gemma":[0.9696937,0.001074707,0.02674923,0.00008007777,0.00001861339,0.00008433734,0.00007348959,0.00002310286,0.002202786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005964084,"threshold_uncertainty_score":0.001562774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00612721983480354,"score_gpt":0.2734860456522123,"score_spread":0.2673588258174088,"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."}}