{"id":"W2025044100","doi":"10.1136/eb-2013-101497","title":"The effectiveness of pressure ulcer risk assessment instruments and associated intervention protocols remains uncertain","year":2014,"lang":"en","type":"letter","venue":"Evidence-Based Medicine","topic":"Pressure Ulcer Prevention and Management","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Web of science; Psychological intervention; Incidence (geometry); Internal medicine; Surgery; Psychiatry; Meta-analysis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09210963,0.00199363,0.009834846,0.005481863,0.002033398,0.006195952,0.009254346,0.01604468,0.03118123],"category_scores_gemma":[0.5871204,0.001600964,0.008562244,0.005069227,0.004160517,0.010119,0.003136553,0.0144362,0.009357826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009308835,"about_ca_system_score_gemma":0.02681684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02724971,"about_ca_topic_score_gemma":0.03227431,"domain_scores_codex":[0.905561,0.05203037,0.01811201,0.004273758,0.01792463,0.002098138],"domain_scores_gemma":[0.4148754,0.462095,0.0306557,0.006524754,0.08186369,0.00398544],"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":[0.002318228,0.0001701428,0.0006916658,0.104689,0.002179232,0.0001491314,0.0006199726,0.0003211233,0.0001274205,0.009668209,0.7061837,0.1728821],"study_design_scores_gemma":[0.005153758,0.0008244459,0.004104541,0.4226288,0.007420037,0.0002789244,0.00141744,0.0007432197,0.0007535003,0.01742562,0.538849,0.0004006301],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008184507,0.3096144,0.001418706,0.5714779,0.102656,0.0008205342,0.003336094,0.0001256231,0.009732314],"genre_scores_gemma":[0.02559292,0.3245507,0.005360695,0.5500087,0.08403308,0.002999622,0.001748196,0.0002735604,0.005432613],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09210963,"threshold_uncertainty_score":0.4871281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07947037456200354,"score_gpt":0.4506448367897557,"score_spread":0.3711744622277522,"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."}}