{"id":"W1989438706","doi":"10.1371/journal.pone.0037813","title":"Peristomal Skin Complications Are Common, Expensive, and Difficult to Manage: A Population Based Cost Modeling Study","year":2012,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Stoma care and complications","field":"Medicine","cited_by":127,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"Herlev Hospital; Cambridge University Hospitals; Coloplast; University of Cambridge; Cleveland Clinic","keywords":"Medicine; Intensive care medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006154361,0.0001162524,0.0002555712,0.0001178441,0.0001954586,0.00002273257,0.0000604105,0.00003676695,0.00002215109],"category_scores_gemma":[0.00006507151,0.0001151352,0.00002777908,0.0002429941,0.00001245828,0.00007133387,0.00004955441,0.0001025157,0.00005255416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007526152,"about_ca_system_score_gemma":0.000008876475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002045555,"about_ca_topic_score_gemma":0.0001242293,"domain_scores_codex":[0.9991081,0.00003546223,0.0002040766,0.0002107541,0.0002528676,0.0001886832],"domain_scores_gemma":[0.9989999,0.00004672857,0.00005400216,0.0004314396,0.0002536298,0.0002143126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007406712,0.008479185,0.9848706,0.00007107147,0.0001382398,0.000002895772,0.002196142,0.000116431,0.002491791,0.0001994095,0.000296295,0.001063876],"study_design_scores_gemma":[0.0006375097,0.0001342136,0.9767804,0.0001021685,0.0002717874,0.000005512625,0.001859753,0.01989115,0.0001185152,0.00000992879,0.00005823403,0.0001307932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938191,0.0001007798,0.001949717,0.001929429,0.0000136621,0.001528819,0.0000174935,0.0001088228,0.000532134],"genre_scores_gemma":[0.9956189,0.000001992134,0.002435505,0.001113387,0.00009291115,0.0005162891,0.0001255145,0.00002215679,0.00007337728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01977472,"threshold_uncertainty_score":0.4695078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1049069057078494,"score_gpt":0.3080056177960442,"score_spread":0.2030987120881949,"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."}}