{"id":"W430607757","doi":"10.1007/s10350-004-6507-3","title":"Revising the Troublesome Stoma","year":2003,"lang":"en","type":"article","venue":"Diseases of the Colon & Rectum","topic":"Stoma care and complications","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Abdominoplasty; Surgery; Seroma; Ileostomy; Stoma (medicine); Colostomy; Scars; Plastic surgery; Complication","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":[0.00007015069,0.00007051025,0.0001349853,0.00002348823,0.0001354174,0.000009803081,0.0001705112,0.00002282673,0.00009181775],"category_scores_gemma":[0.0003596228,0.00003795315,0.000183118,0.000241871,0.00009312958,0.00001997359,0.00003187623,0.00007658356,0.00001846353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003546273,"about_ca_system_score_gemma":0.000116224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001059981,"about_ca_topic_score_gemma":0.000003413836,"domain_scores_codex":[0.9993895,0.00008141514,0.0001309407,0.0001120048,0.0001696449,0.0001164487],"domain_scores_gemma":[0.9990638,0.0001259812,0.00007469505,0.000588515,0.0000892546,0.00005773905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00162607,0.002599136,0.4395535,0.000770224,0.001097644,0.00004768102,0.001933385,0.0001019842,0.02694729,0.2043132,0.2448676,0.07614233],"study_design_scores_gemma":[0.001137784,0.00025502,0.8582109,0.0003273913,0.0006994819,0.00008838112,0.0004924976,0.0000571466,0.008787384,0.006163501,0.1235984,0.0001822029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756947,0.00577878,0.000042331,0.005785283,0.0002602295,0.0005389369,0.00001726968,0.00004861776,0.01183381],"genre_scores_gemma":[0.9980877,0.00004031535,0.00003904384,0.001080242,0.00005217399,0.0000348822,0.000003132265,0.00001012401,0.0006523898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4186574,"threshold_uncertainty_score":0.1547685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01264598325727511,"score_gpt":0.2607678728240555,"score_spread":0.2481218895667804,"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."}}