{"id":"W4414163709","doi":"10.1016/j.compbiomed.2025.111066","title":"Accessible healing phase classification of diabetic foot ulcer","year":2025,"lang":"en","type":"article","venue":"Computers in Biology and Medicine","topic":"Diabetic Foot Ulcer Assessment and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Toronto Rehabilitation Institute","funders":"","keywords":"Reliability (semiconductor); Diabetic foot ulcer; Diabetic foot; Diabetic ulcers; Phase (matter); Usability","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":[0.001132513,0.0004770469,0.0003618311,0.002319427,0.0002090002,0.0009739167,0.0003520648,0.0004517811,0.001001307],"category_scores_gemma":[0.003801573,0.00009606613,0.0005179718,0.0006808203,0.0001774178,0.0004624451,0.0005596816,0.0005004952,0.0002999705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000370646,"about_ca_system_score_gemma":0.0003710414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002360745,"about_ca_topic_score_gemma":0.002357848,"domain_scores_codex":[0.9994848,0.0001206912,0.00006476932,0.00009168576,0.0001692441,0.00006880076],"domain_scores_gemma":[0.9983923,0.0006467459,0.0003669383,0.0001183327,0.0003553505,0.0001203378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001671389,0.0009961542,0.6436948,0.0003048906,0.0002343333,0.0005126601,0.0002220895,0.03699928,0.007649551,0.0005952836,0.003029168,0.3040903],"study_design_scores_gemma":[0.0001015359,0.0008492872,0.3161671,0.0002186329,0.0001739716,0.001108656,0.0004320308,0.6667216,0.008618832,0.003034047,0.002511056,0.00006314361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650575,0.000828133,0.03007901,0.0001626511,0.00004890598,0.0001619589,0.001544375,0.0002869322,0.0018306],"genre_scores_gemma":[0.9873957,0.0001528226,0.01046024,0.00003189485,0.00002423934,0.00004597792,0.00155439,0.00001000765,0.0003246502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002360745,"threshold_uncertainty_score":0.005989373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03492865203682342,"score_gpt":0.4045599011402916,"score_spread":0.3696312491034681,"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."}}