{"id":"W3000935571","doi":"10.1111/wrr.12790","title":"A blinded clinical study using a subepidermal moisture biocapacitance measurement device for early detection of pressure injuries","year":2020,"lang":"en","type":"article","venue":"Wound Repair and Regeneration","topic":"Pressure Ulcer Prevention and Management","field":"Health Professions","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Providence Health Care","funders":"","keywords":"Medicine; Receiver operating characteristic; Gold standard (test); Stage (stratigraphy); Biomarker; Population; Internal medicine; Area under the curve; 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":[0.01121585,0.0009676371,0.0009929584,0.0004614438,0.0007241439,0.0007041302,0.0003993922,0.0008419605,0.001868387],"category_scores_gemma":[0.02255897,0.0004791643,0.0005389983,0.000264284,0.0009963356,0.0006461223,0.0005993354,0.0005713739,0.0006003513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004182846,"about_ca_system_score_gemma":0.001130092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003032901,"about_ca_topic_score_gemma":0.0003360353,"domain_scores_codex":[0.9922341,0.004661808,0.0005881912,0.00146299,0.0007620025,0.0002909265],"domain_scores_gemma":[0.980272,0.006946944,0.005395865,0.003474956,0.002973166,0.0009369903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.3351116,0.02808682,0.5308253,0.0009370891,0.0009597461,0.0005129162,0.001756394,0.0007058297,0.03357438,0.0003783969,0.001535094,0.06561639],"study_design_scores_gemma":[0.03575877,0.6714276,0.2705566,0.0001207128,0.0008337343,0.001197874,0.0004340135,0.002216368,0.01317768,0.0003355025,0.003819581,0.0001215487],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917115,0.0003918906,0.002524105,0.00003883223,0.0001238069,0.004183446,0.0003404344,0.00002361833,0.0006624224],"genre_scores_gemma":[0.9916344,0.0001628734,0.004381787,0.0002318568,0.0002171836,0.002577987,0.000404579,0.000008051506,0.0003814106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01121585,"threshold_uncertainty_score":0.0593158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.215126785375917,"score_gpt":0.4329403291835203,"score_spread":0.2178135438076033,"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."}}