{"id":"W2903536341","doi":"10.1097/sla.0000000000003111","title":"Negative Pressure Wound Therapy Use to Decrease Surgical Nosocomial Events in Colorectal Resections (NEPTUNE)","year":2018,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Surgical site infection prevention","field":"Medicine","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Surgery; Negative-pressure wound therapy; Colorectal surgery; Randomized controlled trial; Stoma (medicine); Clinical endpoint; Incidence (geometry); Abdominal surgery","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":[0.0004573844,0.0002381452,0.0007762852,0.0001925158,0.0001542046,0.0002769867,0.0003612376,0.0003580328,0.002358871],"category_scores_gemma":[0.001785097,0.0001307808,0.0004265513,0.0001522151,0.0002012562,0.0002501591,0.0001983473,0.0007364604,0.0001479428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001991776,"about_ca_system_score_gemma":0.0004326096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003454094,"about_ca_topic_score_gemma":0.001099181,"domain_scores_codex":[0.9997556,0.0001094795,0.00003046887,0.00004424987,0.00004114374,0.00001906458],"domain_scores_gemma":[0.9992775,0.0002010467,0.0003284498,0.00002670936,0.00003629695,0.000129992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.256069,0.02992082,0.01837876,0.009022926,0.001630084,0.000397419,0.0002741505,0.000493063,0.032762,0.0002273802,0.00260919,0.6482153],"study_design_scores_gemma":[0.1966851,0.5006792,0.2804398,0.00187713,0.002072048,0.001518999,0.0001895862,0.001314064,0.007402529,0.0002701109,0.007502559,0.00004887321],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844213,0.0126497,0.0003140977,0.0005670357,0.0001382311,0.0004294975,0.000176019,0.00002907677,0.001275114],"genre_scores_gemma":[0.9893234,0.006471011,0.002009219,0.0004689049,0.0001157331,0.000590126,0.0002223851,0.000005851668,0.0007933346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002358871,"threshold_uncertainty_score":0.007891238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2303160663734515,"score_gpt":0.4006744221289892,"score_spread":0.1703583557555377,"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."}}