{"id":"W7159933053","doi":"10.2196/77925","title":"Artificial Intelligence-Based Models for Diabetic Foot Ulcer Assessment : A Scoping Review (Preprint)","year":2025,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Diabetic Foot Ulcer Assessment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Diabetic foot; Diabetes mellitus; Ankylosing spondylitis; MEDLINE; Quality of life (healthcare)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009980041,0.001294576,0.002995963,0.00454748,0.000353322,0.004191642,0.002555551,0.002752108,0.00275635],"category_scores_gemma":[0.04476969,0.0007944067,0.00548592,0.004952305,0.0008531571,0.003134772,0.001110359,0.002453267,0.0005577086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002761683,"about_ca_system_score_gemma":0.004610618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0128621,"about_ca_topic_score_gemma":0.01427359,"domain_scores_codex":[0.9969421,0.001451956,0.0005994792,0.0003023313,0.0006317528,0.00007237332],"domain_scores_gemma":[0.9584613,0.03717312,0.001841776,0.0005395068,0.00186324,0.0001209519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004448918,0.0003296804,0.003999985,0.2622938,0.009086004,0.0001458773,0.0003383626,0.008244715,0.0002421376,0.005795275,0.01031286,0.6987664],"study_design_scores_gemma":[0.0003653524,0.0007271365,0.01740008,0.7579662,0.04226773,0.0008496519,0.0007917449,0.01444343,0.000982472,0.01908192,0.1448653,0.0002589243],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005867343,0.9972838,0.0007400261,0.0007089387,0.0001152722,0.00004534471,0.0001188536,0.000009961063,0.0003911334],"genre_scores_gemma":[0.01176057,0.9848632,0.00233656,0.0004922132,0.0001277503,0.0001010736,0.000212514,0.000004968771,0.0001010868],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0128621,"threshold_uncertainty_score":0.05278009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04749377541045314,"score_gpt":0.3809604698831384,"score_spread":0.3334666944726853,"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."}}