{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005925066,0.0006977092,0.0005593515,0.001974924,0.0003979526,0.001609253,0.0007816334,0.001375639,0.02096475],"category_scores_gemma":[0.001967195,0.0002104731,0.0005738597,0.001146322,0.0006364557,0.002024727,0.0009356318,0.00216227,0.01236282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000475113,"about_ca_system_score_gemma":0.001051892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007599486,"about_ca_topic_score_gemma":0.001070105,"domain_scores_codex":[0.9995871,0.00006393616,0.00007661498,0.00007205401,0.0001622222,0.00003813204],"domain_scores_gemma":[0.9993598,0.0001943076,0.0001077661,0.00003822938,0.0002043381,0.00009560596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00004256475,0.00003944111,0.0004830793,0.006032007,0.00004685338,0.0005498576,0.00007216325,0.0001551776,0.000604961,0.005951816,0.1214228,0.8645992],"study_design_scores_gemma":[0.000008511377,0.00003754414,0.0008582479,0.004608737,0.00003268571,0.006803374,0.00008182646,0.00005700212,0.0003019576,0.002323471,0.9848719,0.00001467107],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003912242,0.9642252,0.0008296676,0.005833665,0.007528678,0.00001649409,0.00008930143,0.00005507423,0.02103075],"genre_scores_gemma":[0.00596191,0.9667848,0.001463228,0.00351273,0.008476044,0.00001996373,0.0001912943,0.00001939079,0.01357065],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02096475,"threshold_uncertainty_score":0.07013404,"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."}}