{"id":"W4293298399","doi":"10.1126/science.abn8699","title":"Controlled tough bioadhesion mediated by ultrasound","year":2022,"lang":"en","type":"article","venue":"Science","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":225,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; McGill University Health Centre; University of British Columbia; McGill University","funders":"","keywords":"Bioadhesive; Transdermal; Nanotechnology; Controllability; Self-healing hydrogels; Adhesion; Drug delivery; Materials science; Biomedical engineering; Composite material; Engineering; Polymer chemistry","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":[0.0001221725,0.0003934662,0.0001773145,0.0002193329,0.0001429452,0.0003509459,0.0002292917,0.0003062442,0.0009702991],"category_scores_gemma":[0.0002181187,0.0001817649,0.0001671179,0.0001252787,0.0003508372,0.0003507583,0.0004813317,0.000404457,0.0002964377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001807266,"about_ca_system_score_gemma":0.0001355556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002428792,"about_ca_topic_score_gemma":0.0005319113,"domain_scores_codex":[0.999856,0.00001172632,0.00001073867,0.00003130846,0.00005829238,0.00003188541],"domain_scores_gemma":[0.9998277,0.00005183209,0.00006132936,0.00001792312,0.00001930885,0.0000218125],"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":[0.000004168872,0.000005060897,0.00002913351,0.00001469766,0.000001752342,0.00003154587,0.00001627644,0.000108885,0.9976559,0.0002073673,0.0000344015,0.00189079],"study_design_scores_gemma":[0.000004009806,0.00007434194,0.0004038607,0.000002593908,0.0000034157,0.00006567057,0.00001087568,0.002122371,0.9955712,0.0001099752,0.001624094,0.000007597137],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9383222,0.001784082,0.05455035,0.000198419,0.000120488,0.00006300395,0.00008996858,0.0004413261,0.004430165],"genre_scores_gemma":[0.980928,0.0007254154,0.01562094,0.0001336105,0.00002556966,0.00004393495,0.00004990914,0.00004644741,0.002426231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009702991,"threshold_uncertainty_score":0.003246009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008819767989638148,"score_gpt":0.2539896220081321,"score_spread":0.245169854018494,"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."}}