{"id":"W2988140673","doi":"10.1097/prs.0000000000006118","title":"Economics of Lymphovenous Bypass","year":2019,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Lymphedema; Breast cancer; Surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001440847,0.0001527986,0.0006588917,0.0001999308,0.00002112774,0.000008617195,0.00004863892,0.00008039591,0.0008217863],"category_scores_gemma":[0.0006533865,0.0001357381,0.0002285778,0.0001180108,0.0001174832,0.00009433828,0.00002385588,0.00001791201,0.0002966009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001207514,"about_ca_system_score_gemma":0.0007018835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003217799,"about_ca_topic_score_gemma":0.000001607739,"domain_scores_codex":[0.9988902,0.00003628722,0.0004618086,0.0002600285,0.0001249096,0.0002267841],"domain_scores_gemma":[0.9964854,0.002727354,0.0002381424,0.0002752803,0.0001158067,0.0001580371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003510324,0.0001306545,0.985281,0.0003657121,0.0002632423,0.00001737589,0.00007043753,0.00001413301,0.0007126817,0.0005148369,0.0002786221,0.01200026],"study_design_scores_gemma":[0.004922022,0.0004621312,0.970585,0.001551755,0.0006462954,0.002262121,0.002357016,0.001045297,0.01272599,0.001466667,0.001181435,0.000794284],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844732,0.0002610854,0.00005986785,0.00001600555,0.001916109,0.0002317681,0.00005836476,0.00003406615,0.01294955],"genre_scores_gemma":[0.9993308,0.00003441344,0.0001825067,0.00005262057,0.0001266315,0.00001057403,0.00001878842,0.00002096938,0.0002227072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01485761,"threshold_uncertainty_score":0.8997984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01300660503111118,"score_gpt":0.2152865783686855,"score_spread":0.2022799733375743,"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."}}