{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001173698,0.0002340604,0.000134732,0.0001572283,0.00008154351,0.0001292735,0.0001104991,0.0003179513,0.0007030187],"category_scores_gemma":[0.0001091334,0.000128916,0.0001852378,0.00007327594,0.0001211683,0.0002598579,0.0001900687,0.0003180038,0.0002215435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001522961,"about_ca_system_score_gemma":0.0001559327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002594084,"about_ca_topic_score_gemma":0.0007752133,"domain_scores_codex":[0.9999605,0.000005178144,0.000002987406,0.000009551753,0.00001236109,0.000009294643],"domain_scores_gemma":[0.9999537,0.00001009643,0.00001597916,0.000003018032,0.000006666658,0.00001043183],"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":[0.00003120521,0.00001371826,0.00004111784,0.00009842309,0.000005033764,0.00003963495,0.00001626545,0.0001865179,0.9949642,0.0002041913,0.0001265439,0.004273103],"study_design_scores_gemma":[0.00002333903,0.0003362829,0.000581827,0.00001986005,0.00001733008,0.0001685143,0.00002557075,0.002871732,0.9905701,0.0001170189,0.005255036,0.00001332057],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.936848,0.01215333,0.04477332,0.0003801748,0.0002486199,0.000155971,0.0002275493,0.0003796532,0.004833479],"genre_scores_gemma":[0.9683769,0.003658053,0.02459367,0.0003168711,0.00003215873,0.0001251054,0.0001050869,0.00003911062,0.002753121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007030187,"threshold_uncertainty_score":0.00235182,"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."}}