{"id":"W2776182561","doi":"10.1097/prs.0000000000003976","title":"The Best of Abdominal Wall Reconstruction","year":2017,"lang":"en","type":"review","venue":"Plastic & Reconstructive Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":97,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Manitoba","funders":"","keywords":"Abdominal wall; Medicine; Hernia; Abdominal wall defect; Surgical mesh; Surgery; General surgery","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009361538,0.0005079462,0.002793045,0.0004075953,0.0003259401,0.00006202215,0.0002539761,0.0003296454,0.0001782852],"category_scores_gemma":[0.003267484,0.0003272836,0.001370556,0.0001611579,0.0008774202,0.0001138498,0.0001140244,0.0005812531,0.0001997332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001923997,"about_ca_system_score_gemma":0.001244665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000045179,"about_ca_topic_score_gemma":0.00001829262,"domain_scores_codex":[0.9970733,0.0002236152,0.001315126,0.0005517547,0.0003810784,0.0004551068],"domain_scores_gemma":[0.9909945,0.006064774,0.001570703,0.0009388305,0.0002461048,0.0001850997],"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":[0.0000837956,0.00004244344,0.0004022938,0.008274917,0.001016111,0.00005313161,0.0000114822,5.645605e-8,3.061074e-7,0.00009859471,0.0006751235,0.9893417],"study_design_scores_gemma":[0.0002193713,0.00007354839,0.00009952205,0.02503531,0.002927925,0.002343205,0.0001315779,0.00001462816,0.000002774122,0.00009675445,0.9687428,0.0003125817],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000308847,0.9814039,0.00007089112,0.00002755598,0.004722054,0.0009840871,0.00006602444,0.00004995885,0.01236665],"genre_scores_gemma":[0.0001175352,0.9977191,0.0004028992,0.000004980173,0.0004206092,0.0001430296,0.00003546051,0.00006175382,0.001094611],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9890292,"threshold_uncertainty_score":0.9999179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08888945243504773,"score_gpt":0.3358962852372938,"score_spread":0.2470068328022461,"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."}}