{"id":"W4235508497","doi":"10.21203/rs.2.14521/v3","title":"Single-Stage Repair of Contaminated Hernias Using a Novel Antibiotic-Impregnated Biologic Porcine Submucosa Tissue Matrix","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Hernia repair and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Dalhousie University","funders":"","keywords":"Medicine; Gentamicin; Surgery; Submucosa; Surgical site infection; Antibiotics; Abdominal surgery; Microbiology; Biology","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":[0.0003770092,0.0003195577,0.0002916927,0.0003811575,0.0001498287,0.0002665739,0.0003130725,0.0004389347,0.0007413416],"category_scores_gemma":[0.0002650561,0.0001739439,0.0004348547,0.0001727494,0.0002423026,0.000345298,0.0003109314,0.0002991442,0.0001800934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007184142,"about_ca_system_score_gemma":0.0001263025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001161998,"about_ca_topic_score_gemma":0.0002990784,"domain_scores_codex":[0.9998496,0.00001939905,0.00001291896,0.00004332629,0.00004902433,0.00002588044],"domain_scores_gemma":[0.9997692,0.00005344619,0.00008079159,0.00003375947,0.00001484171,0.00004796281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003250412,0.000148058,0.0004829408,0.0001159243,0.00001522985,0.00045575,0.00003222615,0.0002467544,0.98896,0.00005577917,0.00005276002,0.009109566],"study_design_scores_gemma":[0.0001491332,0.01152087,0.02065251,0.00003907689,0.0001841065,0.01156254,0.0001001926,0.007717303,0.9410967,0.0001095298,0.006811704,0.00005635214],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762381,0.001889976,0.02057373,0.0000686395,0.000160159,0.00005557409,0.00009573895,0.0001021369,0.0008160025],"genre_scores_gemma":[0.9580544,0.0008227329,0.03940951,0.00005018554,0.00004322821,0.00003864286,0.0001264188,0.00002142557,0.001433419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007413416,"threshold_uncertainty_score":0.00248003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1879545887928565,"score_gpt":0.4405682223911008,"score_spread":0.2526136335982444,"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."}}