{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006172853,0.000176214,0.0006989781,0.0002629048,0.0001613852,0.0001053538,0.00006990838,0.000148555,0.00001002068],"category_scores_gemma":[0.002583695,0.0001337561,0.0001420702,0.0003158778,0.0001730309,0.0002008485,0.00008578982,0.0003613619,0.00001642634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001333,"about_ca_system_score_gemma":0.0002103361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005149707,"about_ca_topic_score_gemma":0.00007842902,"domain_scores_codex":[0.9972238,0.000360594,0.0009337843,0.0006324768,0.0004793152,0.0003700122],"domain_scores_gemma":[0.9808054,0.01792516,0.0001879335,0.0003019301,0.0004259117,0.0003536952],"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":[0.01368858,0.00254099,0.04128119,0.002180115,0.002098713,0.000034533,0.0004855197,0.000004339814,0.0006401928,0.01338776,0.000461041,0.923197],"study_design_scores_gemma":[0.01923174,0.0919572,0.30419,0.0009577945,0.002735948,0.000169327,0.002377173,0.004634324,0.002683918,0.01425602,0.5562041,0.0006024417],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9252329,0.001386798,0.01582844,0.02674521,0.000826423,0.0150742,0.0002622761,0.0001425021,0.01450128],"genre_scores_gemma":[0.9882475,0.0009354852,0.008757816,0.0002523754,0.0001933377,0.0005657012,0.00006751351,0.00002626218,0.0009540105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9225946,"threshold_uncertainty_score":0.5454415,"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."}}