{"id":"W2166793005","doi":"10.1186/bcr2638","title":"Experimental assessment of pro-lymphangiogenic growth factors in the treatment of post-surgical lymphedema following lymphadenectomy","year":2010,"lang":"en","type":"article","venue":"Breast Cancer Research","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick; Sunnybrook Health Science Centre; Canada Research Chairs; Women's College Hospital; University of Toronto","funders":"","keywords":"Surgical oncology; Medicine; Lymphedema; Lymphadenectomy; Breast cancer; Oncology; Lymphangiogenesis; General surgery; Internal medicine; Surgery; Cancer; Metastasis","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":[0.0006102654,0.0001992042,0.0005091266,0.0003093768,0.00008745363,0.00002323195,0.0002650503,0.0001022293,0.0004326742],"category_scores_gemma":[0.0000407508,0.0001153613,0.0003787049,0.0006104592,0.0002062041,0.0000886238,0.00004764608,0.00002322682,0.000004020526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005673255,"about_ca_system_score_gemma":0.001547149,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007164179,"about_ca_topic_score_gemma":0.0001063413,"domain_scores_codex":[0.9970402,0.0002961892,0.0004453333,0.0003382366,0.00140484,0.000475195],"domain_scores_gemma":[0.9985877,0.0003913055,0.00009074072,0.0004608867,0.000268137,0.0002012861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000573448,0.003707716,0.8639013,0.0001823703,0.0002427314,0.0001931827,0.002595151,8.2178e-7,0.126312,0.0004701895,0.00003689648,0.001784229],"study_design_scores_gemma":[0.008806168,0.000947156,0.8889229,0.000245634,0.0001069445,0.0002726516,0.005328819,0.00004960359,0.09500073,0.0000172967,0.0001589661,0.0001431441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945313,0.00174604,8.071334e-7,0.0004531039,0.0001680205,0.001222115,0.0000822998,0.00001481155,0.001781512],"genre_scores_gemma":[0.998983,0.00005943242,0.00003926819,0.00001839742,0.0002089081,0.0005335126,0.00002600595,0.00002578067,0.0001056482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03131127,"threshold_uncertainty_score":0.9994472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05363130357747875,"score_gpt":0.4286812058098295,"score_spread":0.3750499022323507,"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."}}