{"id":"W2172747780","doi":"10.1177/229255031101900309","title":"Massive Localized Lymphedema: A Case Series and Literature Review","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Plastic Surgery","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Lymphedema; Series (stratigraphy); Dermatology; General surgery; Surgery; Radiology; Internal medicine; Cancer; Breast cancer","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":[0.000304013,0.0001362988,0.0005627261,0.000280471,0.00006805255,0.00002826767,0.00003584256,0.00006474901,0.0005187168],"category_scores_gemma":[0.003412378,0.00009873843,0.0001934783,0.0002128376,0.0001053391,0.0001592283,0.000004680252,0.00002336695,0.000008741164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008189537,"about_ca_system_score_gemma":0.002459188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004317343,"about_ca_topic_score_gemma":0.0006183672,"domain_scores_codex":[0.9989871,0.00007984814,0.0004731953,0.0001027428,0.0001315627,0.0002255908],"domain_scores_gemma":[0.9973955,0.0006078191,0.0002285215,0.0001244866,0.0002943382,0.001349334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0003733474,0.00004839696,0.284682,0.006463479,0.0004354219,0.6260636,0.001190811,2.639028e-7,0.00000969798,0.0002215468,0.07781275,0.002698725],"study_design_scores_gemma":[0.001769052,0.0003397526,0.03882613,0.06358254,0.001801351,0.8790988,0.001583103,0.00001029345,0.00005210903,0.0001991789,0.01234222,0.0003955267],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6416318,0.3543843,0.00009111829,0.0004555602,0.002010881,0.0002211023,0.00007252407,0.00001158352,0.001121094],"genre_scores_gemma":[0.9942687,0.004374712,0.0001458365,0.0007977964,0.0002462814,0.000003914542,0.000005482347,0.00001690669,0.0001403742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3526369,"threshold_uncertainty_score":0.5679585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02742950729744444,"score_gpt":0.2302087960985787,"score_spread":0.2027792888011343,"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."}}