{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009945509,0.0002724405,0.0002426947,0.0001783517,0.00008183874,0.0002645951,0.0002877128,0.00058442,0.001783229],"category_scores_gemma":[0.0001921815,0.0001531268,0.0002075367,0.000110511,0.0001719817,0.0004660746,0.0002235218,0.0004410567,0.0006371858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000972635,"about_ca_system_score_gemma":0.00006758574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001002076,"about_ca_topic_score_gemma":0.0001393768,"domain_scores_codex":[0.9998803,0.00001186469,0.000007330346,0.00003619116,0.00004995733,0.00001442221],"domain_scores_gemma":[0.9999148,0.00002168654,0.00002229441,0.000009337413,0.0000199891,0.00001188628],"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":[0.00007094784,0.00004667958,0.0001821342,0.0002532737,0.000009550586,0.0001853916,0.0000381069,0.0001455029,0.9687532,0.0004140655,0.001168872,0.02873226],"study_design_scores_gemma":[0.0000425973,0.0009305784,0.002552943,0.00003288471,0.00004736951,0.001627773,0.00006351085,0.007457261,0.9585547,0.0002901878,0.028373,0.0000270774],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7263176,0.0260575,0.213848,0.001726299,0.002591623,0.0004057759,0.0004330103,0.002505291,0.02611491],"genre_scores_gemma":[0.92445,0.005430897,0.05363836,0.001311242,0.0003010633,0.0002139704,0.0001891735,0.0000955379,0.01436965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001783229,"threshold_uncertainty_score":0.005965471,"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."}}