{"id":"W3000312382","doi":"10.1002/bjs5.50252","title":"EHS and AHS guidelines for treatment of primary ventral hernias in rare locations or special circumstances","year":2020,"lang":"en","type":"review","venue":"BJS Open","topic":"Hernia repair and management","field":"Medicine","cited_by":136,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"European Hernia Society; Allergan; Americas Hernia Society Foundation","keywords":"Ventral hernia; Medicine; Primary (astronomy); General surgery; Surgery; Hernia; Physics","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":[0.01877753,0.001595116,0.002777575,0.01108125,0.001247569,0.003196638,0.004204244,0.006917219,0.01019221],"category_scores_gemma":[0.09473796,0.0008966937,0.007035997,0.005692472,0.001352795,0.00274588,0.003244657,0.005226231,0.005066135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005057476,"about_ca_system_score_gemma":0.02560105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01568135,"about_ca_topic_score_gemma":0.02115804,"domain_scores_codex":[0.9606675,0.0128437,0.01675964,0.0008907173,0.007741701,0.00109678],"domain_scores_gemma":[0.9162013,0.02790461,0.01650302,0.001482275,0.03570165,0.002207237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001843594,0.0001413349,0.002035717,0.1014856,0.0008706389,0.0004777464,0.001042703,0.0007739363,0.0005931141,0.006059289,0.6078345,0.2785011],"study_design_scores_gemma":[0.0004987774,0.0001427892,0.005394652,0.3143234,0.00171563,0.0009237038,0.0006154182,0.0004404935,0.0002940753,0.00654816,0.6689927,0.0001101887],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003158835,0.6582184,0.01644821,0.1937422,0.02987083,0.01200023,0.01873698,0.001074754,0.06674951],"genre_scores_gemma":[0.03160112,0.6496363,0.1585042,0.07875113,0.009939367,0.0211854,0.02755799,0.0004102735,0.02241423],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01877753,"threshold_uncertainty_score":0.09930629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3381285634295794,"score_gpt":0.4726583274393226,"score_spread":0.1345297640097432,"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."}}