{"id":"W225654263","doi":"10.1177/229255030601400106","title":"Evacuation of Hematomas Using Liposuction Technology: Technique and Literature Review","year":2006,"lang":"en","type":"article","venue":"Canadian Journal of Plastic Surgery","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Liposuction; Medicine; Complication; Surgery; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008362657,0.00009688934,0.0004585775,0.001022872,0.00004790927,0.00001258548,0.00002960724,0.0001355119,0.00001958603],"category_scores_gemma":[0.001889188,0.00008405104,0.0001335859,0.0005154625,0.00008181042,0.00009430728,0.000003430538,0.0002256543,4.507743e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008916324,"about_ca_system_score_gemma":0.001054609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002610023,"about_ca_topic_score_gemma":0.0001408263,"domain_scores_codex":[0.999043,0.00003718754,0.0005234235,0.0001050238,0.0001305014,0.0001608284],"domain_scores_gemma":[0.9986111,0.0003569909,0.0003344154,0.0001352615,0.0003799256,0.0001822964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009063689,0.00006842353,0.8994007,0.006011426,0.000221295,0.00391044,0.00007461727,0.00002930805,0.02663324,0.0004894001,0.05425467,0.008815828],"study_design_scores_gemma":[0.002210263,0.000643339,0.3853169,0.441667,0.003249903,0.08175722,0.0003029587,0.0007291629,0.04125096,0.002647656,0.0387201,0.001504499],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8994656,0.09799704,0.001100907,0.0005090351,0.000693635,0.0001325086,0.000008055141,0.00001308737,0.0000801366],"genre_scores_gemma":[0.9976009,0.001392502,0.00054316,0.00004834216,0.000369086,0.00000196249,0.000005331249,0.00001294041,0.00002584798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5140838,"threshold_uncertainty_score":0.3427502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01202248519146899,"score_gpt":0.2318803474166508,"score_spread":0.2198578622251818,"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."}}