{"id":"W2315725970","doi":"10.1097/prs.0b013e3182589ea9","title":"Late Seromas after Breast Implants","year":2012,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"Georgetown Hospital; University of Toronto","funders":"","keywords":"Seroma; Medicine; Surgery; Implant; Malignancy; Mastectomy; Complication; Breast cancer; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002789587,0.0003157232,0.0006003655,0.0003697854,0.0001035364,0.00002470498,0.00004651482,0.0002121541,0.001357032],"category_scores_gemma":[0.00008828063,0.0002621763,0.0002517685,0.0002590466,0.0002557134,0.0004412381,0.00004004985,0.0003307537,0.0006443081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001012397,"about_ca_system_score_gemma":0.0001617417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002096541,"about_ca_topic_score_gemma":0.000005860314,"domain_scores_codex":[0.9981093,0.0000746062,0.0004591498,0.0003232257,0.0002607684,0.0007729903],"domain_scores_gemma":[0.9980137,0.0009815037,0.0001704985,0.0002299509,0.0001127314,0.0004916602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006065021,0.00008193955,0.823466,0.00007363273,0.0002002176,0.00006587498,0.00008350678,2.395413e-7,0.0004157955,0.00003557074,0.0003874442,0.1745833],"study_design_scores_gemma":[0.0004312692,0.00001680472,0.7617471,0.0002298084,0.0001640992,0.2359228,0.0001095572,0.00001968945,0.000816106,0.00007192012,0.0001999114,0.0002709819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911581,0.00022346,0.0001211998,0.00005289782,0.006038572,0.0001934761,0.00021892,0.0001446232,0.001848732],"genre_scores_gemma":[0.997793,0.00002023786,0.000495938,0.00004518855,0.001248373,0.00003505611,0.00006651362,0.0000415337,0.0002542095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2358569,"threshold_uncertainty_score":0.9999831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01652498492696225,"score_gpt":0.2316180412037261,"score_spread":0.2150930562767638,"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."}}