{"id":"W4297996396","doi":"10.1007/s00268-022-06713-8","title":"Validation of a Manual Negative Pressure Wound Therapy Device (PragmaVAC) for Acute and Chronic Wounds: A Prospective, Randomized, Controlled Trial","year":2022,"lang":"en","type":"article","venue":"World Journal of Surgery","topic":"Surgical site infection prevention","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Global Affairs Canada; Grand Challenges Canada","keywords":"Medicine; Negative-pressure wound therapy; Surgery; Randomized controlled trial; Granulation tissue; Wound care; Clinical trial; Clinical endpoint; Wound healing; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008517618,0.002066851,0.004332261,0.0005997402,0.0007949338,0.002140936,0.001675884,0.003535722,0.006824763],"category_scores_gemma":[0.007719052,0.001080084,0.003161247,0.0007808171,0.002439252,0.001716712,0.0007307014,0.002979741,0.001144313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008905907,"about_ca_system_score_gemma":0.002050298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007077718,"about_ca_topic_score_gemma":0.0009502962,"domain_scores_codex":[0.9952322,0.002862453,0.0004175595,0.0007364787,0.0004053468,0.0003458311],"domain_scores_gemma":[0.993809,0.002519017,0.001703113,0.0005741632,0.0005759104,0.0008187711],"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":[0.9844566,0.00771435,0.0006501771,0.0008080363,0.001021214,0.00002276511,0.00005387189,0.00009110873,0.0007344104,0.00006971141,0.0002016994,0.004175981],"study_design_scores_gemma":[0.9171343,0.08055552,0.001151895,0.00005972551,0.0005058323,0.00001505813,0.00002217649,0.0001485143,0.0001204756,0.00005116102,0.0002243254,0.0000110351],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9689325,0.008756948,0.00147162,0.000549237,0.001087488,0.01650729,0.0009446515,0.00009545765,0.00165471],"genre_scores_gemma":[0.965331,0.004594746,0.003859282,0.001200753,0.00106725,0.02112014,0.0009952099,0.00003374955,0.001797959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008517618,"threshold_uncertainty_score":0.04504603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02224323115705166,"score_gpt":0.3167168199227311,"score_spread":0.2944735887656794,"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."}}