{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002975337,0.0008661526,0.0007798872,0.001339277,0.0005256009,0.001259623,0.001363436,0.001467383,0.003623823],"category_scores_gemma":[0.006313814,0.0005253339,0.002878701,0.001664691,0.0003411681,0.001057256,0.0006514467,0.001185702,0.0003305732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002393818,"about_ca_system_score_gemma":0.001393444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04192758,"about_ca_topic_score_gemma":0.02507434,"domain_scores_codex":[0.9991272,0.0005761907,0.00003958713,0.0001072978,0.00005041877,0.00009944813],"domain_scores_gemma":[0.9937442,0.005154449,0.0004215808,0.0002242612,0.0002809799,0.0001745606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001307163,0.002167742,0.4666503,0.0001713302,0.001929909,0.001026947,0.0005720661,0.5029204,0.0002592183,0.003134271,0.002529691,0.01733101],"study_design_scores_gemma":[0.0001599226,0.0006790679,0.07142844,0.00005379234,0.000437167,0.0005933468,0.0008069051,0.9232256,0.00009442065,0.001637574,0.0008273376,0.00005632853],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933235,0.0001843998,0.004147332,0.0004079268,0.00001152464,0.00006779835,0.000944593,0.00002903999,0.0008839326],"genre_scores_gemma":[0.9949255,0.0002296764,0.003036477,0.00007339877,0.00001191062,0.0001337593,0.001114885,0.00001635483,0.0004580306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04192758,"threshold_uncertainty_score":0.08336705,"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."}}