{"id":"W3000298404","doi":"10.1177/2513826x19898831","title":"Refractory Donor-Site Seroma Following DIEP Breast Reconstruction","year":2020,"lang":"en","type":"article","venue":"Plastic Surgery Case Studies","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Queen's University","funders":"","keywords":"Seroma; Medicine; DIEP flap; Surgery; Breast reconstruction; Complication; Breast cancer; Cancer; Internal 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003897269,0.0003384845,0.001009301,0.0002129364,0.0002688193,0.00002592427,0.0000363772,0.0001151793,0.00009722749],"category_scores_gemma":[0.002369911,0.0002961252,0.0006483614,0.0003958885,0.0002270719,0.0002794529,0.00008404548,0.0003059074,0.00007070092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001228853,"about_ca_system_score_gemma":0.0001238151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002707231,"about_ca_topic_score_gemma":0.00001095216,"domain_scores_codex":[0.9981317,0.0001311834,0.0005691763,0.0005498945,0.0002274456,0.0003905898],"domain_scores_gemma":[0.9965985,0.002528671,0.0001780826,0.0002470808,0.000200232,0.0002473722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.001359632,0.0002425522,0.554406,0.001304647,0.00689101,0.07299761,0.002435907,0.000006261138,0.02745174,0.0000587444,0.01423147,0.3186144],"study_design_scores_gemma":[0.004819865,0.00109168,0.1047491,0.005679158,0.006143752,0.7647786,0.02385149,0.0004694975,0.04495321,0.0004050616,0.03888278,0.004175845],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936137,0.002406111,0.0003557056,0.0003750481,0.002213152,0.0002310337,0.00004471338,0.0003995875,0.0003609849],"genre_scores_gemma":[0.9977031,0.0006234262,0.0007777469,0.0002694816,0.0004819897,0.00004293648,0.00002345308,0.00004250058,0.00003537631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6917809,"threshold_uncertainty_score":0.9999491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03707218018527868,"score_gpt":0.2735737480840308,"score_spread":0.2365015678987521,"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."}}