{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001205763,0.00008282122,0.00009994506,0.00004635406,0.000325361,0.00005092129,0.0002543017,0.00001186508,0.00004353788],"category_scores_gemma":[0.00001447094,0.00007084878,0.00004845098,0.0004338628,0.0002973298,0.0004700769,0.00005218549,0.00005054985,0.00001242514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003032619,"about_ca_system_score_gemma":0.0002449138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001989991,"about_ca_topic_score_gemma":0.000004795052,"domain_scores_codex":[0.9992164,0.000007262804,0.0001182316,0.0002510586,0.00009074626,0.0003163366],"domain_scores_gemma":[0.9996209,0.00005465527,0.00004644158,0.0001274603,0.00009935178,0.0000511622],"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":[0.00006650516,0.0001148441,0.009318852,0.0000127707,0.00002004791,2.045864e-7,0.0003353897,0.0005932514,0.7099729,0.02441091,0.000510862,0.2546434],"study_design_scores_gemma":[0.0003740877,0.00003189051,0.0009009766,0.00001279461,0.00001206583,7.600693e-8,0.0006473312,0.0004913429,0.9720626,0.01202437,0.01333948,0.0001030125],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9601466,0.0004543961,0.03618243,0.0002400566,0.0006200896,0.0002711184,0.0000432886,0.00002672618,0.002015261],"genre_scores_gemma":[0.9948214,0.000004384191,0.004376724,0.0001012879,0.00009231519,0.00002423282,0.000004779189,0.000003389311,0.0005715309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2620896,"threshold_uncertainty_score":0.2889129,"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."}}