{"id":"W4412048018","doi":"10.6026/973206300211217","title":"Insights into incisional hernia: Factors, symptoms and treatment options","year":2025,"lang":"en","type":"article","venue":"Bioinformation","topic":"Hernia repair and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CARE Canada","funders":"","keywords":"Medicine; Incisional hernia; Wound dehiscence; Hernia; Dehiscence; General surgery; Surgery; Intensive care medicine","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":[0.00003304177,0.00008040017,0.0001016443,0.0001583735,0.00009019343,0.00002207075,0.00002009089,0.00004831991,0.00003464834],"category_scores_gemma":[0.00001675119,0.00005556249,0.00003587232,0.0001022519,0.00001898199,0.0001753997,0.00002969805,0.00003067751,0.00004762496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000133557,"about_ca_system_score_gemma":0.00005323561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005352073,"about_ca_topic_score_gemma":0.0000314332,"domain_scores_codex":[0.9995704,0.000007818384,0.0001702893,0.00007499917,0.0001082996,0.0000682393],"domain_scores_gemma":[0.9997466,0.00001829636,0.00003003338,0.0001171678,0.00003546592,0.00005239168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004124711,0.0007497213,0.06610416,0.0005677983,0.0008142738,0.00001180071,0.01606437,0.0001155838,0.002304616,0.07976685,0.0128856,0.8202028],"study_design_scores_gemma":[0.003061839,0.0005637201,0.4613605,0.0001418139,0.0001791721,0.000004670198,0.001371169,0.01535816,0.00128013,0.0007553416,0.5157528,0.0001707001],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971355,0.0002848789,0.003542912,0.0007809101,0.0001220823,0.0004362172,0.0000027751,0.0001036428,0.0233716],"genre_scores_gemma":[0.9970012,0.0001742805,0.0008541714,0.0002715712,0.00002284152,0.00002617632,0.0001351114,0.000002851044,0.001511801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8200321,"threshold_uncertainty_score":0.2265772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01057555258264829,"score_gpt":0.2667024080422669,"score_spread":0.2561268554596186,"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."}}