{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000217952,0.000375272,0.0003654294,0.0006619311,0.0005204297,0.0003858941,0.0004455904,0.0005441658,0.002602737],"category_scores_gemma":[0.00122594,0.0001025544,0.0004082233,0.0002829109,0.0002985525,0.0004853989,0.0003616491,0.0009030277,0.0004598495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001728441,"about_ca_system_score_gemma":0.0003766617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005009095,"about_ca_topic_score_gemma":0.001567768,"domain_scores_codex":[0.9998643,0.00002717465,0.00001548164,0.00001363896,0.00004466589,0.00003465491],"domain_scores_gemma":[0.9996639,0.00006163315,0.00008252674,0.000012363,0.000035011,0.0001445001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001231009,0.001438819,0.05357463,0.001235913,0.0002205706,0.08253133,0.0003933691,0.0005670371,0.009053044,0.0007417462,0.03325692,0.8157557],"study_design_scores_gemma":[0.001250143,0.01088125,0.1981224,0.001715318,0.0003063178,0.7128127,0.00116933,0.004395433,0.006069383,0.002157139,0.06102319,0.00009733158],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7147362,0.1962177,0.0167995,0.01234348,0.00363033,0.000432201,0.000224054,0.0007135262,0.05490299],"genre_scores_gemma":[0.9515074,0.03362755,0.005834456,0.001398825,0.002243297,0.0001171485,0.000221258,0.00004558542,0.005004427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002602737,"threshold_uncertainty_score":0.008706987,"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."}}