{"id":"W2116120551","doi":"10.1186/s13063-015-1026-1","title":"Negative pressure wound therapy for high-risk wounds in lower extremity revascularization: study protocol for a randomized controlled trial","year":2015,"lang":"en","type":"article","venue":"Trials","topic":"Surgical site infection prevention","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Western University","funders":"","keywords":"Medicine; Randomized controlled trial; Surgery; Groin; Negative-pressure wound therapy; Revascularization; Amputation; Femoral artery; Population; Internal medicine; Myocardial infarction","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"randomized_trial","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"randomized_trial","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03301198,0.0002603449,0.003582935,0.0001745897,0.00008431735,0.00007343823,0.00008141255,0.0002354373,0.0007502303],"category_scores_gemma":[0.04526215,0.0001606569,0.001079623,0.0002780272,0.00005640236,0.0001510258,0.00001648077,0.0001731684,0.000004897425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000105031,"about_ca_system_score_gemma":0.0002639822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001277054,"about_ca_topic_score_gemma":0.00002508902,"domain_scores_codex":[0.9916495,0.005218229,0.00199315,0.0004297198,0.0004781135,0.0002312702],"domain_scores_gemma":[0.9884784,0.009204293,0.001168933,0.0003425333,0.0006742608,0.0001315497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9911827,0.003184486,0.0005888764,0.00003604981,0.001487329,0.000001780194,0.0003456722,0.00005262692,0.00003250984,0.0001649827,0.0004067765,0.002516212],"study_design_scores_gemma":[0.9783924,0.003607556,0.0002168989,0.00006250993,0.001274522,0.000001080444,0.00005785528,0.0003574786,0.0001440724,0.01012873,0.005596356,0.0001604989],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.06298139,0.00004144128,0.01410689,0.0002179626,0.0008359133,0.9214316,0.00001337362,0.00008874966,0.0002826891],"genre_scores_gemma":[0.1198336,0.000004398039,0.000596102,0.00006315223,0.001179507,0.8764434,0.00001929267,0.00003083007,0.001829778],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05685218,"threshold_uncertainty_score":0.9957176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1148162353195076,"score_gpt":0.433412005651315,"score_spread":0.3185957703318074,"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."}}