{"id":"W4285089906","doi":"10.1021/acsmeasuresciau.2c00023","title":"Next-Generation Diagnostic Wound Dressings for Diabetic Wounds","year":2022,"lang":"en","type":"review","venue":"ACS Measurement Science Au","topic":"Diabetic Foot Ulcer Assessment and Management","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Diabetic foot; Amputation; Diabetes mellitus; Wound healing; Intensive care medicine; Diabetic foot ulcer; Complication; Surgery; Diagnostic test; Chronic wound; Foot (prosody); Debridement (dental); Pathophysiology; Pathology; Pediatrics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00655542,0.0005289216,0.001262522,0.0007029893,0.0009387381,0.0004956739,0.000785321,0.0001165355,0.0002483324],"category_scores_gemma":[0.003010736,0.0004432964,0.0003916319,0.001382857,0.0004129689,0.0004608248,0.0002495568,0.0003453945,0.00005297927],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004521556,"about_ca_system_score_gemma":0.004585707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002200516,"about_ca_topic_score_gemma":0.00001909846,"domain_scores_codex":[0.9931939,0.0001011492,0.000693346,0.001093115,0.003967033,0.0009515184],"domain_scores_gemma":[0.997602,0.0003044518,0.0004622359,0.0008845812,0.0004443421,0.0003023608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000396763,0.0002837619,0.0000367364,0.006977364,0.0001649081,0.000007676242,0.0001113606,0.000001880276,0.000138979,0.0004255212,0.008764475,0.9830834],"study_design_scores_gemma":[0.0005532561,0.0004457844,0.00009032543,0.003249841,0.002589671,0.000006507088,0.00008995317,0.00003937055,0.00004258454,0.00005568459,0.9923794,0.0004576828],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001351901,0.9823056,0.0005671878,0.0004948378,0.003007939,0.005752473,0.0000123762,0.0001154696,0.007608862],"genre_scores_gemma":[0.004249341,0.9886354,0.0006338854,0.0005122721,0.0008096135,0.003701141,0.0002140808,0.00009638842,0.001147848],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9836149,"threshold_uncertainty_score":0.9998019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2701631721802145,"score_gpt":0.3793640465614007,"score_spread":0.1092008743811863,"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."}}