{"id":"W3216860374","doi":"10.12968/jowc.2023.32.4.229","title":"International validation of a venous leg ulcer risk assessment tool","year":2023,"lang":"en","type":"article","venue":"Journal of Wound Care","topic":"Diagnosis and Treatment of Venous Diseases","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria Park","funders":"","keywords":"Medicine; Venous leg ulcer; Receiver operating characteristic; Risk assessment; Physical therapy; Leg ulcer; Psychological intervention; Risk management tools; Compression stockings; Intensive care medicine; Surgery; Internal medicine","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":[0.0001370923,0.00006782832,0.000204427,0.0001630847,0.00003473356,0.0000266681,0.00006701487,0.00003011936,0.0002206074],"category_scores_gemma":[0.00009034113,0.00005149232,0.0001881151,0.0001112348,0.00001657463,0.0001110921,0.0000174768,0.00009457881,0.00001422943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001744076,"about_ca_system_score_gemma":0.0001924598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001336517,"about_ca_topic_score_gemma":0.000001368987,"domain_scores_codex":[0.9990454,0.000024918,0.0002890606,0.00006729576,0.0004905623,0.00008270444],"domain_scores_gemma":[0.9989988,0.0000605055,0.0003100915,0.00009346835,0.0004776717,0.00005943513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004924532,0.008010295,0.8800759,0.0002935777,0.002044268,0.0009121874,0.002288724,0.0006906858,0.0008392871,0.0002815589,0.01358936,0.09048167],"study_design_scores_gemma":[0.003149415,0.004897296,0.9635196,0.0004152811,0.0009608347,0.0001148164,0.003228332,0.00003298326,0.00246584,0.0002826671,0.02083419,0.00009876509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946574,0.00035521,0.0000258704,0.0006349683,0.0004730382,0.0001124319,0.00005416936,0.00001162608,0.003675313],"genre_scores_gemma":[0.9984874,0.0006789442,0.0002957497,0.00004516454,0.0002849098,0.000004785195,0.00005293326,0.000009797364,0.0001402916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0903829,"threshold_uncertainty_score":0.2415496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01496587789837021,"score_gpt":0.3292886815693771,"score_spread":0.3143228036710069,"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."}}