{"id":"W1998401316","doi":"10.1055/s-2005-864841","title":"Free Muscle Flap Transfer as a Lymphatic Bridge for Upper Extremity Lymphedema","year":2005,"lang":"en","type":"article","venue":"Journal of Reconstructive Microsurgery","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Royal University Hospital","funders":"","keywords":"Lymphedema; Medicine; Lymphatic system; Bridge (graph theory); Surgery; Free flap; Forearm; Cushion; Anatomy; Pathology; Internal medicine; Cancer","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":[0.0007162315,0.0002816734,0.0009469299,0.000350264,0.0001184262,0.00005582567,0.0001832547,0.0001483955,0.0005053079],"category_scores_gemma":[0.0008628104,0.0002246312,0.001023509,0.0001850645,0.00020818,0.0004212988,0.00001753209,0.00003081648,0.00003170033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004078997,"about_ca_system_score_gemma":0.001237459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001594876,"about_ca_topic_score_gemma":0.000005484889,"domain_scores_codex":[0.9976914,0.00009865814,0.001146383,0.0002714696,0.0003841896,0.0004078776],"domain_scores_gemma":[0.99751,0.0007053267,0.0003782532,0.000353763,0.000620598,0.0004320469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00332111,0.001145447,0.4986843,0.0008601619,0.001385606,0.0003062191,0.001402214,0.000007795279,0.1069246,0.0004396556,0.03263854,0.3528844],"study_design_scores_gemma":[0.03438228,0.0009288033,0.7446749,0.003693899,0.002631312,0.04654974,0.002888143,0.0001360847,0.1180296,0.004097541,0.04066651,0.001321223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990675,0.002967127,0.002461008,0.0009597395,0.0009716882,0.0004632974,0.0001224106,0.00002757166,0.001352186],"genre_scores_gemma":[0.99309,0.0001314541,0.003905783,0.0009068368,0.001424098,0.00001778853,0.000007094118,0.00004692362,0.0004700766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3515631,"threshold_uncertainty_score":0.9160194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02113482602100973,"score_gpt":0.27452586678998,"score_spread":0.2533910407689702,"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."}}