{"id":"W1570005489","doi":"10.1177/229255030901700411","title":"Postoperative Seroma Formation After Abdominoplasty with Placement of Continuous Infusion Local Anesthetic Pain Pump","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Plastic Surgery","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Abdominoplasty; Medicine; Seroma; Surgery; Anesthesia; Local anesthetic; Complication; Anesthetic; Catheter; Plastic surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009822344,0.000169593,0.0005679195,0.0005512252,0.00006271084,0.00002405206,0.00004656823,0.00008923833,0.0001382767],"category_scores_gemma":[0.0007187639,0.0001264163,0.0001687552,0.0001821656,0.0001092025,0.0001742052,0.000002787601,0.0002251087,0.000004931723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000196869,"about_ca_system_score_gemma":0.001644015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003466799,"about_ca_topic_score_gemma":0.001300581,"domain_scores_codex":[0.9984999,0.0001369467,0.0006309226,0.0001073119,0.0003003361,0.0003245941],"domain_scores_gemma":[0.9975402,0.0009970005,0.0003232869,0.000127997,0.0004075645,0.0006039988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01028008,0.0004044146,0.8316249,0.0003289241,0.0004632532,0.01804234,0.004927473,0.00200281,0.001930234,0.00006803875,0.03383595,0.0960916],"study_design_scores_gemma":[0.004168042,0.005570665,0.9597926,0.006740966,0.0005029803,0.005637002,0.003180245,0.002593494,0.004436397,0.00002623596,0.006648909,0.0007025239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960766,0.000266522,0.002619483,0.0004661951,0.0003564639,0.0001064542,0.000007916634,0.000005753833,0.0000946244],"genre_scores_gemma":[0.9992161,0.00001112771,0.00007749878,0.0004719182,0.0001311791,0.000002247302,0.000007973155,0.00001296232,0.00006901742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1281677,"threshold_uncertainty_score":0.5155106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007537847585689194,"score_gpt":0.1914980764384117,"score_spread":0.1839602288527225,"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."}}