{"id":"W2527623951","doi":"10.1097/01.jaa.0000490118.50302.f5","title":"Closed incision negative pressure management for treating recurrent hernias","year":2016,"lang":"en","type":"article","venue":"JAAPA","topic":"Hernia repair and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Plastic surgery; Surgery; Center (category theory); General surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002361542,0.0001359883,0.0002067021,0.00007423487,0.00006395256,0.00001164358,0.00007476817,0.00004987736,0.0002369057],"category_scores_gemma":[0.0001084386,0.00008133698,0.0001178252,0.00007289089,0.00002193763,0.00005709131,0.00007728097,0.00004684472,0.0001094064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006655441,"about_ca_system_score_gemma":0.00001455466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001137633,"about_ca_topic_score_gemma":0.000009688247,"domain_scores_codex":[0.9989692,0.00003104918,0.0002199501,0.0002992057,0.0002404348,0.0002401608],"domain_scores_gemma":[0.9993489,0.000108822,0.00007504587,0.000300549,0.00006787947,0.00009874665],"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":[0.001176129,0.0002954123,0.002720447,0.0005006804,0.0004319563,0.00003453022,0.0005999924,0.000004131992,0.001907417,0.001648619,0.03737992,0.9533008],"study_design_scores_gemma":[0.007698245,0.0009229748,0.028378,0.0006985431,0.0004692426,0.000003576631,0.000296346,0.0007408199,0.003669557,0.001111383,0.955788,0.0002233635],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6760101,0.0009004856,0.03835543,0.01431345,0.001211334,0.009678503,0.0001231673,0.000784868,0.2586226],"genre_scores_gemma":[0.94809,0.0001300649,0.00856218,0.0005236898,0.0002594701,0.0003211343,0.00001135763,0.00003343591,0.0420687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9530774,"threshold_uncertainty_score":0.3316826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01991324230923416,"score_gpt":0.2993552988096989,"score_spread":0.2794420565004648,"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."}}