{"id":"W1886033109","doi":"10.12968/jowc.2014.23.12.613","title":"Improving pressure ulcer risk assessment and management using the Waterlow scale at a London teaching hospital","year":2014,"lang":"en","type":"article","venue":"Journal of Wound Care","topic":"Pressure Ulcer Prevention and Management","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surrey Memorial Hospital","funders":"","keywords":"Medicine; Audit; Psychological intervention; Risk assessment; Emergency medicine; Nursing Interventions Classification; Nursing","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002107513,0.0001644108,0.0002629003,0.0001035174,0.001345489,0.00007513731,0.0002642316,0.0000870399,0.00009771311],"category_scores_gemma":[0.00003581731,0.0001034673,0.0001313752,0.0000472063,0.00003980862,0.0002595179,0.0005431815,0.0008465378,0.000005060631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000263793,"about_ca_system_score_gemma":0.00004154995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001283867,"about_ca_topic_score_gemma":0.0001226088,"domain_scores_codex":[0.9974642,0.0009993293,0.000551191,0.0001946361,0.0004595036,0.0003311211],"domain_scores_gemma":[0.998467,0.0001176086,0.0008037032,0.000305928,0.0001857569,0.0001200158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004240459,0.0005185323,0.6527888,0.00810704,0.00263897,0.00008706222,0.0696818,0.002259872,0.001812117,0.005109132,0.04442576,0.2121469],"study_design_scores_gemma":[0.004998897,0.0005612385,0.2519355,0.001104871,0.002439321,0.00002999017,0.0451196,0.006676029,0.00005927998,0.0007715212,0.6857769,0.0005267455],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9443251,0.001398751,0.03790294,0.001541274,0.002266857,0.001610916,0.00001339086,0.00004128974,0.01089942],"genre_scores_gemma":[0.9907418,0.0001534892,0.004805725,0.000387513,0.0005004201,0.0000210052,0.00000252058,0.00002542598,0.003362049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6413512,"threshold_uncertainty_score":0.9999546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01245452760696567,"score_gpt":0.3497884008307953,"score_spread":0.3373338732238296,"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."}}