{"id":"W4404830129","doi":"10.1002/advs.202408077","title":"Negative Pressure Smart Patch to Sense and Heal the Wound","year":2024,"lang":"en","type":"article","venue":"Advanced Science","topic":"Wound Healing and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Negative-pressure wound therapy; Wound healing; Medicine; Inflammation; Sponge; Biomedical engineering; Surgery; Immunology; Biology; Pathology","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":[0.0002190842,0.00006922898,0.00008390406,0.00004559516,0.00025444,0.00006353658,0.00003857929,0.00001510877,0.000007667039],"category_scores_gemma":[0.00009934062,0.00003927649,0.00001456357,0.0004419406,0.00024954,0.0001251503,0.00003837162,0.0001053406,0.00002779836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003775031,"about_ca_system_score_gemma":0.0001416148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008684528,"about_ca_topic_score_gemma":0.00003922609,"domain_scores_codex":[0.9991964,0.00001140391,0.00007143263,0.000281972,0.000234146,0.0002046738],"domain_scores_gemma":[0.9994906,0.0001209144,0.000009315449,0.0001817525,0.00005316766,0.0001442502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001524552,0.0007436559,0.06664898,0.001243326,0.0005383786,0.002855984,0.08855619,0.001534586,0.1547939,0.0974783,0.006251655,0.5778305],"study_design_scores_gemma":[0.003926202,0.003764904,0.4644222,0.001491053,0.0005470506,0.001947364,0.00460157,0.01361091,0.05187508,0.02840263,0.4245207,0.0008903049],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837413,0.000894381,0.0001839061,0.01196023,0.0003142806,0.0003593489,0.000007146469,0.00006636009,0.002473086],"genre_scores_gemma":[0.9944672,0.00002610486,0.001972402,0.000843987,0.00003799715,0.00001761307,5.796829e-7,0.000005422571,0.002628665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5769402,"threshold_uncertainty_score":0.1956972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01531451064917743,"score_gpt":0.3408724112744068,"score_spread":0.3255579006252293,"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."}}