{"id":"W4406296630","doi":"10.25270/wnds/24065","title":"Application of Clinician Support Tools to Improve Wound Healing Outcomes and Simplify Treatment Selection for Effective Exudate Management","year":2024,"lang":"en","type":"article","venue":"WOUNDS A Compendium of Clinical Research and Practice","topic":"Wound Healing and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bayer (Canada)","funders":"","keywords":"Medicine; Wound care; Intensive care medicine; Health care; Concordance; Wound closure; Wound healing; Surgery","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":[0.01408334,0.001110082,0.0007182929,0.003173173,0.0009370878,0.004330912,0.001300443,0.001371934,0.01373124],"category_scores_gemma":[0.06209851,0.0003619895,0.0009008985,0.00130439,0.0006252793,0.002756482,0.002088744,0.001947092,0.005760528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001117093,"about_ca_system_score_gemma":0.004481702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006138512,"about_ca_topic_score_gemma":0.002281848,"domain_scores_codex":[0.9892793,0.00525271,0.001661868,0.0003907462,0.003069022,0.0003462886],"domain_scores_gemma":[0.9548077,0.02502064,0.006018043,0.002240422,0.009134571,0.002778672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001929821,0.001113856,0.01197867,0.00174965,0.00004896963,0.0006888818,0.001548002,0.0008598611,0.00171646,0.002988692,0.1185662,0.8585478],"study_design_scores_gemma":[0.0008441675,0.002406548,0.04331643,0.01395681,0.0004619453,0.006862974,0.005140807,0.01655996,0.01211392,0.02796606,0.8697795,0.0005907757],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.133439,0.02294747,0.3965254,0.1384179,0.0113644,0.01054126,0.002832053,0.02073491,0.2631977],"genre_scores_gemma":[0.1761734,0.01146541,0.7838297,0.0105765,0.001678331,0.00312666,0.001111245,0.0007066269,0.01133213],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01408334,"threshold_uncertainty_score":0.07448071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1984800393038764,"score_gpt":0.5759377215175977,"score_spread":0.3774576822137213,"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."}}