{"id":"W4380422444","doi":"10.1002/adma.202303301","title":"Mechanoresponsive Drug Release from a Flexible, Tissue‐Adherent, Hybrid Hydrogel Actuator","year":2023,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Institute of Dental and Craniofacial Research; National Heart, Lung, and Blood Institute; National Institute on Aging; National Institutes of Health; Massachusetts Institute of Technology","keywords":"Actuator; Materials science; Drug delivery; Soft robotics; Biomedical engineering; Self-healing hydrogels; Nanotechnology; Computer science; Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000230413,0.0004503205,0.0006099032,0.0001843592,0.0001297061,0.0001026484,0.000296381,0.000090256,0.0009196156],"category_scores_gemma":[0.0003356529,0.0004601492,0.00006293138,0.0002990649,0.0000473244,0.000415935,0.0001111488,0.00009554165,0.002125506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001070292,"about_ca_system_score_gemma":0.00002534843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007897877,"about_ca_topic_score_gemma":0.00001173987,"domain_scores_codex":[0.9978414,0.00007352752,0.0005724838,0.0004973333,0.0003132591,0.0007019852],"domain_scores_gemma":[0.9987589,0.0002424595,0.000116294,0.0005886322,0.0000819327,0.0002117778],"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":[0.0001240952,0.00001079981,0.000001001367,0.00006566152,0.00004220165,0.0001260194,0.0001148333,0.02160982,0.9718524,0.0003015278,0.002671497,0.003080109],"study_design_scores_gemma":[0.0006449459,0.00002794351,0.00005416122,0.0001054119,0.00002730697,0.000009346726,0.00006281296,0.0001830212,0.9597882,0.0135206,0.0250668,0.0005094755],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901745,0.0001322009,0.001185995,0.00003834773,0.002935057,0.0003347817,0.0009097581,0.003665757,0.0006235674],"genre_scores_gemma":[0.9905019,0.0004665265,0.005562696,0.000100764,0.0004682549,0.0002160311,0.0005610671,0.0002162803,0.001906475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0223953,"threshold_uncertainty_score":0.9999937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01108178378796252,"score_gpt":0.237582395205835,"score_spread":0.2265006114178724,"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."}}