{"id":"W2107089105","doi":"10.4021/jocmr2009.10.1268","title":"Management of Giant Ventral Hernia by Polypropylene Mesh and Host Tissue Barrier: Trial of Simplification","year":2009,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"Hernia repair and management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ventral hernia; Surgery; Seroma; Hernia; Abdominal Hernia; Umbilical hernia; Surgical mesh; Abdominal wall; Complication","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0007797505,0.0002023846,0.0002874893,0.0003509871,0.000151834,0.0002730002,0.000202399,0.0002591852,0.0007686723],"category_scores_gemma":[0.002042599,0.00004746877,0.0002976044,0.0002149757,0.0003378073,0.0004527995,0.0003378678,0.0003799762,0.00009185154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00014717,"about_ca_system_score_gemma":0.0002905273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001140117,"about_ca_topic_score_gemma":0.0001852464,"domain_scores_codex":[0.9997544,0.0001325044,0.00002978611,0.00001604007,0.00004671146,0.00002060956],"domain_scores_gemma":[0.999229,0.0003811763,0.0002046926,0.00004637292,0.00003314806,0.0001057931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.0205432,0.003528536,0.1099234,0.003407201,0.0005162464,0.01272606,0.00107194,0.002875324,0.0111584,0.002146681,0.00229916,0.8298038],"study_design_scores_gemma":[0.01660422,0.1920062,0.5315782,0.004050004,0.001723351,0.1569423,0.002948796,0.008063341,0.01800609,0.005042441,0.06287922,0.0001557842],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9627295,0.03167912,0.001586415,0.001232937,0.0001068738,0.0001759534,0.00003272118,0.00001347842,0.002443003],"genre_scores_gemma":[0.9826792,0.01199351,0.003707404,0.0004223094,0.0006722608,0.0001207071,0.00006738452,0.000004959649,0.0003322113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007797505,"threshold_uncertainty_score":0.004123747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1252128396124851,"score_gpt":0.5211690150328638,"score_spread":0.3959561754203788,"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."}}