{"id":"W2782327307","doi":"10.1007/978-3-319-64723-4_3","title":"Incarcerated Abdominal Wall Hernias: Tips and Tricks to the Minimally Invasive Approach","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Hernia repair and management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal General Hospital","funders":"","keywords":"Medicine; Abdominal wall; Hernia; Incidence (geometry); General surgery; Surgery; Inguinal hernia","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":[0.0004392622,0.001071635,0.0008406802,0.001293276,0.0005618848,0.001910474,0.0008535949,0.001888934,0.01788501],"category_scores_gemma":[0.001483032,0.0003516632,0.000701875,0.0006879472,0.001944498,0.003777304,0.001759873,0.007204299,0.007154672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005552754,"about_ca_system_score_gemma":0.0007286334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004131048,"about_ca_topic_score_gemma":0.001561615,"domain_scores_codex":[0.999838,0.00003411088,0.00001177923,0.00002753377,0.00007217423,0.00001631387],"domain_scores_gemma":[0.9994699,0.0003074461,0.000030452,0.00002525672,0.00005743682,0.000109478],"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":[0.0000667502,0.00009086818,0.0003272556,0.001332986,0.00001973064,0.001563342,0.0003992353,0.0005385061,0.001403223,0.06586621,0.3956988,0.532693],"study_design_scores_gemma":[0.00001261564,0.00005517559,0.0005461394,0.001548585,0.000008685211,0.006831103,0.0001541109,0.0001761335,0.0001508445,0.03248922,0.9579998,0.00002779718],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.00157681,0.797063,0.01065372,0.02777953,0.02756474,0.0000372564,0.0001388064,0.0003233365,0.1348628],"genre_scores_gemma":[0.01249038,0.6349512,0.02432941,0.02797485,0.04338367,0.0001028721,0.0002593291,0.0002935914,0.2562147],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01788501,"threshold_uncertainty_score":0.05983126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02625643871890287,"score_gpt":0.2437290524271798,"score_spread":0.2174726137082769,"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."}}