{"id":"W4400690430","doi":"10.1002/adma.202405290","title":"Blue Laser Triggered Hemostatic Peptide Hydrogel for Gastrointestinal Bleeding Treatment","year":2024,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Proteoglycans and glycosaminoglycans research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Manitoba","funders":"","keywords":"Hemostasis; Coagulopathy; Upper gastrointestinal bleeding; Coagulation; Medicine; Gastrointestinal bleeding; Platelet; Materials science; Surgery; Endoscopy; Internal medicine","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":[0.00007393636,0.0001907704,0.00008308739,0.0001153042,0.00007018316,0.000110202,0.00008860261,0.0002319797,0.0008597514],"category_scores_gemma":[0.00007362026,0.00006503177,0.0001095761,0.00006473693,0.0000870256,0.0001927252,0.0001351776,0.0002296308,0.0001557321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001070752,"about_ca_system_score_gemma":0.00009024363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001548544,"about_ca_topic_score_gemma":0.0002986903,"domain_scores_codex":[0.9999588,0.000007014065,0.00000217998,0.000007720212,0.00001454994,0.000009835579],"domain_scores_gemma":[0.9999671,0.000005484089,0.00001209034,0.000001946847,0.000004059998,0.000009340813],"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":[0.00003076131,0.00001251983,0.00004763365,0.00005454541,0.000002789444,0.00005401405,0.000008100473,0.00007528401,0.9963246,0.00006980278,0.00009516019,0.003224836],"study_design_scores_gemma":[0.00001492437,0.0003087164,0.001148673,0.000008837509,0.00001014819,0.0003289418,0.00001307249,0.001258202,0.993081,0.00003739285,0.00378226,0.000007788891],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676465,0.01054213,0.01560219,0.0002979694,0.00013159,0.00006417368,0.0002009242,0.0001844723,0.005330004],"genre_scores_gemma":[0.9883157,0.002309995,0.006676378,0.0001592606,0.00002213515,0.00004127872,0.0000787431,0.00001644891,0.002380084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008597514,"threshold_uncertainty_score":0.002876103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01885958195515385,"score_gpt":0.3081248756075417,"score_spread":0.2892652936523878,"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."}}