{"id":"W4409034543","doi":"10.7748/phc.35.2.8.s3","title":"Pressure ulcer risk assessment tools – which to use and when","year":2025,"lang":"en","type":"article","venue":"Primary Health Care","topic":"Pressure Ulcer Prevention and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Risk assessment; Medicine; Risk analysis (engineering); Intensive care medicine; Computer science; Computer security","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":[0.00114825,0.0002141758,0.000430485,0.0002144742,0.001042777,0.00007159595,0.0002367083,0.0001542731,0.0003703218],"category_scores_gemma":[0.0003194601,0.0002027317,0.00005376865,0.0002695814,0.00001821614,0.0003658175,0.0007721709,0.0007062412,0.00006595838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000463616,"about_ca_system_score_gemma":0.001160892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001195951,"about_ca_topic_score_gemma":0.002040174,"domain_scores_codex":[0.9965973,0.001273324,0.0006284263,0.0005519713,0.0003151215,0.0006338784],"domain_scores_gemma":[0.9979019,0.0004526471,0.0002287008,0.0006566746,0.0004125871,0.0003474681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001082886,0.00007476136,0.1425104,0.005554763,0.0001812514,0.000001978675,0.006646868,0.00002590908,0.00001024048,0.009323935,0.7786082,0.05695345],"study_design_scores_gemma":[0.0005948491,0.00004500703,0.4035159,0.0002045677,0.00005986488,9.557967e-8,0.0008976363,0.00001802987,8.290553e-7,0.0002735911,0.5942855,0.0001041039],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04451342,0.02315519,0.0857754,0.3004463,0.01178956,0.03779456,0.002533327,0.002198537,0.4917937],"genre_scores_gemma":[0.5782385,0.003351908,0.04166915,0.2847864,0.0004942952,0.003101035,0.0006449562,0.0001244125,0.0875893],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5337251,"threshold_uncertainty_score":0.8267156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03564521130542225,"score_gpt":0.418303386556748,"score_spread":0.3826581752513257,"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."}}