{"id":"W4411023834","doi":"10.1002/adma.202506955","title":"Bioinspired Smart Nanogels for Rapid Blue Laser‐Activated Hemostasis in Gastrointestinal Bleeding","year":2025,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Hemostasis and retained surgical items","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Hemostasis; Nanogel; Fibrin; Materials science; Coagulation; Thrombin; Gastrointestinal tract; Nanotechnology; Medicine; Surgery; Internal medicine; Immunology; Platelet; Drug delivery","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":[0.0005419084,0.0002510378,0.0006952179,0.0002251318,0.00009102563,0.00004125584,0.00009615238,0.000100106,0.0001996953],"category_scores_gemma":[0.0008252405,0.0002052641,0.0001106986,0.0004186017,0.00006752628,0.0001285206,0.00005232151,0.0001021371,0.00001276334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001563197,"about_ca_system_score_gemma":0.0001334099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002521941,"about_ca_topic_score_gemma":0.00000552191,"domain_scores_codex":[0.9981831,0.00005658675,0.0006354064,0.0004209317,0.0001784687,0.0005255444],"domain_scores_gemma":[0.9990133,0.0002592055,0.000126076,0.000265439,0.0002091588,0.0001268065],"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":[0.001402196,0.0001523148,0.0006518118,0.00031683,0.00003383905,0.0000558845,0.00002923109,0.00002000012,0.9831865,0.0002507379,0.0003955683,0.01350509],"study_design_scores_gemma":[0.004065584,0.0002963768,0.0009166306,0.001455727,0.00004156084,0.00004425657,0.0001524158,0.00003472318,0.9700109,0.0002160007,0.02258553,0.0001802821],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994427,0.0001360047,0.0007726265,0.001736251,0.0003765815,0.001139181,0.0001155645,0.0001309967,0.001165856],"genre_scores_gemma":[0.9876279,0.00007209853,0.01015907,0.0007376117,0.00008644868,0.0001793669,0.0001378381,0.00003718982,0.0009624707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02218996,"threshold_uncertainty_score":0.8370426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01997785635491976,"score_gpt":0.3010663405428995,"score_spread":0.2810884841879798,"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."}}