{"id":"W2582227831","doi":"10.1016/j.jpedsurg.2017.01.035","title":"Applying vacuum to accomplish reduced wound infections in laparoscopic pediatric surgery","year":2017,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Surgical site infection prevention","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Children's Hospital Research Institute of Manitoba; University of Manitoba","funders":"","keywords":"Medicine; Randomized controlled trial; Surgery; Exact test; Interim analysis; Laparoscopic surgery; Negative-pressure wound therapy; Wound infection; Laparoscopy","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":[0.0004752623,0.000311295,0.0003553449,0.0005628754,0.0005806856,0.0006351304,0.0004211921,0.0002737749,0.001229967],"category_scores_gemma":[0.00155182,0.0001506803,0.0004666343,0.000374709,0.0003485516,0.000623252,0.0004150777,0.0007785121,0.0001250973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001610536,"about_ca_system_score_gemma":0.0004775417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003267805,"about_ca_topic_score_gemma":0.0006695674,"domain_scores_codex":[0.9995661,0.0001221792,0.00004147416,0.00003653839,0.0001187057,0.0001149655],"domain_scores_gemma":[0.9994628,0.0001898321,0.0001883395,0.00003263559,0.00005056265,0.00007589752],"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":[0.002952772,0.003005473,0.08975415,0.00198996,0.0004562097,0.005367559,0.002171905,0.001655884,0.2056393,0.00316238,0.003113396,0.6807311],"study_design_scores_gemma":[0.0004536182,0.03771203,0.4931553,0.001146273,0.001169877,0.07188085,0.00707206,0.0075567,0.3227874,0.002571486,0.05429997,0.000194342],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977789,0.008309321,0.01073043,0.0003052321,0.0002596962,0.00005683768,0.00004231482,0.0001233786,0.002383813],"genre_scores_gemma":[0.9812902,0.003112707,0.01457465,0.0001353374,0.0001180128,0.00003396756,0.00004646997,0.00003008964,0.0006586138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001229967,"threshold_uncertainty_score":0.004114687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05212567961919045,"score_gpt":0.3291285673150623,"score_spread":0.2770028876958719,"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."}}