{"id":"W4409696844","doi":"10.1055/s-0045-1807749","title":"Prophylactic Operative Interventions for Preventing Parastomal Hernias after Colorectal Surgery","year":2025,"lang":"en","type":"article","venue":"Clinics in Colon and Rectal Surgery","topic":"Stoma care and complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Medicine; Colorectal surgery; Surgery; Psychological intervention; General surgery; Abdominal surgery; Nursing","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":[0.0007296146,0.0001317752,0.0004856158,0.000276204,0.0001135169,0.00003337392,0.00003854097,0.0001411163,0.00004470242],"category_scores_gemma":[0.001238323,0.0001207343,0.0004216872,0.0003706371,0.0001027346,0.00006455439,0.00005649659,0.0002230843,0.000006089228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006698405,"about_ca_system_score_gemma":0.0003249206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001302813,"about_ca_topic_score_gemma":0.0001378593,"domain_scores_codex":[0.9986676,0.0001047375,0.0005958885,0.0003223601,0.00008172057,0.0002276896],"domain_scores_gemma":[0.9966106,0.002926026,0.0001104925,0.0001476047,0.0001362926,0.00006899505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00184051,0.0007170245,0.9244429,0.0009469282,0.0001277516,0.00004561039,0.0001784831,0.000001367211,0.0002510649,0.0001750535,0.001813245,0.06946006],"study_design_scores_gemma":[0.0005910191,0.0002353656,0.9922202,0.001271518,0.0001540894,0.00004684759,0.0001907042,0.0004168626,0.0005480493,0.000546414,0.003580235,0.0001987521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950368,0.001554476,0.0001842538,0.0008468786,0.0008004727,0.0007670348,0.00001597671,0.00004560305,0.0007485303],"genre_scores_gemma":[0.9967531,0.0001322582,0.0002160731,0.0004423873,0.00009034664,0.0008485697,0.0000326137,0.00001435995,0.001470324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06926131,"threshold_uncertainty_score":0.4923401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05956328412362562,"score_gpt":0.4055773651969719,"score_spread":0.3460140810733462,"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."}}