{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000219774,0.0002181707,0.0002206692,0.00006050878,0.00008976091,0.0001014689,0.000132439,0.00005582161,0.00009288788],"category_scores_gemma":[0.0001343238,0.0001808032,0.00009847969,0.000073376,0.00005298438,0.00001053872,0.00005269542,0.0000361396,0.0000265489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007884185,"about_ca_system_score_gemma":0.0001592395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002508053,"about_ca_topic_score_gemma":0.000017742,"domain_scores_codex":[0.9986678,0.00002450458,0.0002575936,0.0004653927,0.0001390447,0.0004457056],"domain_scores_gemma":[0.9994678,0.00004422983,0.00004130266,0.0002533769,0.00008777437,0.0001055538],"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":[0.0004101179,0.0000411846,0.000007883707,0.0001089895,0.00005069032,0.00003130616,0.00002425106,0.0001030222,0.9920739,0.0001360576,0.0009822376,0.006030351],"study_design_scores_gemma":[0.0009014934,0.001150989,0.000007694155,0.00009925898,0.00002333009,0.0001011612,0.00004712474,0.0001167952,0.9348506,0.0004372503,0.06208116,0.0001831629],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906066,0.0005418384,0.006843993,0.0002164835,0.0002704588,0.0008225055,0.0004250703,0.00005269612,0.0002203468],"genre_scores_gemma":[0.983215,0.0001901391,0.01045354,0.00007476356,0.0003461632,0.0006530732,0.0004059098,0.000059493,0.004601856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06109893,"threshold_uncertainty_score":0.737294,"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."}}