{"id":"W4384154298","doi":"10.1002/adhm.202300708","title":"Hydrophobic Polystyrene‐Modified Gelatin Enhances Fast Hemostasis and Tissue Regeneration in Traumatic Brain Injury","year":2023,"lang":"en","type":"article","venue":"Advanced Healthcare Materials","topic":"Hemostasis and retained surgical items","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Natural Science Foundation of China","keywords":"Hemostasis; Gelatin; Traumatic brain injury; Regeneration (biology); Platelet; Medicine; Chemistry; Surgery; Internal medicine; Biochemistry; Cell biology; Biology","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":[0.0006867765,0.0002481419,0.0007357741,0.0002632886,0.0001349643,0.00004590218,0.00006476886,0.0002017481,0.000102386],"category_scores_gemma":[0.0001803112,0.0002064839,0.0000389019,0.0006001649,0.00006846503,0.0001467928,0.0000461107,0.0001539423,0.00005992986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001015804,"about_ca_system_score_gemma":0.00008828404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003829293,"about_ca_topic_score_gemma":0.0001881178,"domain_scores_codex":[0.9976542,0.0002721454,0.0008107931,0.0004714851,0.0002747451,0.0005166231],"domain_scores_gemma":[0.9990724,0.0001569018,0.0001643208,0.0003005105,0.0000689009,0.0002369042],"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":[0.0002484261,0.0000370339,0.0002168538,0.000662739,0.00001216585,0.00005586755,0.0007729655,0.00002180399,0.8737729,0.0003865122,0.0001721118,0.1236407],"study_design_scores_gemma":[0.001674529,0.0005997596,0.00671156,0.0007335171,0.00001732589,0.00004197107,0.0007706581,0.0002282406,0.9833831,0.0009975985,0.004501973,0.0003397886],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800553,0.0008698525,0.00004321932,0.01731833,0.0003707469,0.0009553294,0.0001023258,0.0001639596,0.0001208883],"genre_scores_gemma":[0.9956207,0.001396286,0.0005141086,0.001063116,0.0001640946,0.000134535,0.0003112999,0.00004523157,0.0007506502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1233009,"threshold_uncertainty_score":0.8420169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04114724051603673,"score_gpt":0.3621463571223069,"score_spread":0.3209991166062701,"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."}}