{"id":"W2132351228","doi":"10.1177/1084822313495734","title":"Pressure Ulcer Risk Assessment","year":2013,"lang":"en","type":"article","venue":"Home Health Care Management & Practice","topic":"Pressure Ulcer Prevention and Management","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Fraser Health","funders":"","keywords":"Proxy (statistics); Medicine; Risk assessment; Scale (ratio); Nursing assessment; Receiver operating characteristic; MEDLINE; Internal medicine; Statistics; Computer science","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":[0.002993237,0.000362025,0.0006414632,0.002276181,0.0005320224,0.0008500572,0.0005659264,0.0003006152,0.003934043],"category_scores_gemma":[0.01154012,0.0001429576,0.0007684987,0.0008898621,0.000181729,0.0006378642,0.0007314392,0.000691478,0.0009034149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005220439,"about_ca_system_score_gemma":0.0005808204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002620092,"about_ca_topic_score_gemma":0.005349489,"domain_scores_codex":[0.9969726,0.001067901,0.0004446445,0.0001960069,0.001186867,0.0001321018],"domain_scores_gemma":[0.9937013,0.001414626,0.001596157,0.0003220952,0.002570071,0.0003957413],"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":[0.0004282286,0.001060296,0.7672141,0.0003121297,0.0001326318,0.000250285,0.0008266068,0.0003936171,0.0008343172,0.0004409036,0.003690819,0.2244161],"study_design_scores_gemma":[0.00007543919,0.00274386,0.9797274,0.0001838341,0.0001542854,0.001918233,0.0009400179,0.002941893,0.001840504,0.0003331412,0.00907888,0.00006251314],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.93874,0.002743129,0.01219281,0.0007451032,0.0001520221,0.003275715,0.002956621,0.000292318,0.03890229],"genre_scores_gemma":[0.9533188,0.002161229,0.03088501,0.0002387097,0.0001097266,0.001190944,0.002085392,0.00002955526,0.00998051],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.003934043,"threshold_uncertainty_score":0.01582998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01853874530183622,"score_gpt":0.4289366081733987,"score_spread":0.4103978628715625,"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."}}