{"id":"W2437825844","doi":"10.1097/ta.0000000000000817","title":"Modified triple-layer peritoneal-aponeurotic transposition","year":2015,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Abdominal Surgery and Complications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Transposition (logic); Layer (electronics); Computer science; Artificial intelligence; Materials science; Composite material","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":[],"consensus_categories":[],"category_scores_codex":[0.0003967319,0.0001198528,0.0002567183,0.00009763981,0.0002306438,0.00002749205,0.00005854008,0.0000780069,0.00003436434],"category_scores_gemma":[0.0002088883,0.00008072362,0.0001388781,0.0001644346,0.0001878087,0.0001631878,0.000008335078,0.0003622474,0.000005779983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000604679,"about_ca_system_score_gemma":0.00009066719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004616548,"about_ca_topic_score_gemma":0.000007869737,"domain_scores_codex":[0.9989066,0.0001767412,0.0003754592,0.00009479185,0.0002856039,0.0001608468],"domain_scores_gemma":[0.9985905,0.0001674845,0.00006782246,0.0001476469,0.0007423658,0.0002841832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.08243693,0.01144721,0.1978277,0.006008121,0.002035385,0.0009373626,0.1047779,0.001471178,0.1758686,0.1011234,0.08597168,0.2300945],"study_design_scores_gemma":[0.009458296,0.02457445,0.7975244,0.001118944,0.008413139,0.0275481,0.01927384,0.001108983,0.05362689,0.02758217,0.02833178,0.001439],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907439,0.0009380413,0.002311264,0.003986506,0.0004986047,0.0001545769,0.00001066873,0.00002255555,0.001333899],"genre_scores_gemma":[0.9988637,0.00008642797,0.00006292273,0.0004801135,0.0004286173,0.000005150855,0.000003954623,0.00001282844,0.00005628297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5996967,"threshold_uncertainty_score":0.3291814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06204101511171561,"score_gpt":0.3456040686585665,"score_spread":0.2835630535468509,"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."}}