{"id":"W2026229264","doi":"10.1177/1534734614554284","title":"Lipedema","year":2014,"lang":"en","type":"review","venue":"The International Journal of Lower Extremity Wounds","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Lymphedema; Liposuction; Epidemiology; Intensive care medicine; Bioinformatics; Pathology; Surgery; Cancer; Internal medicine; Breast 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":[0.0009940027,0.0002864689,0.00143391,0.0002558601,0.00004472039,0.000112635,0.0009940119,0.0001618999,0.000523788],"category_scores_gemma":[0.0006193158,0.0001458523,0.001392785,0.0001187513,0.00009377044,0.00008765405,0.0001140467,0.0001559395,0.0001661407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004096807,"about_ca_system_score_gemma":0.001081019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007751994,"about_ca_topic_score_gemma":0.000001439503,"domain_scores_codex":[0.9970221,0.0001519593,0.001208809,0.0001579756,0.001295508,0.0001636795],"domain_scores_gemma":[0.9967917,0.0005948986,0.001366993,0.0003831982,0.0006688371,0.0001943603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002113778,0.0003289655,0.000137428,0.00274924,0.002030412,0.0007198318,0.00005763338,4.853729e-7,0.000001295709,0.0003106207,0.04253397,0.9509187],"study_design_scores_gemma":[0.0005775932,0.0000863953,0.00003210975,0.0169748,0.001918806,0.009073283,0.00001781732,0.000003720829,5.180852e-7,0.0001690246,0.971018,0.0001279581],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007034544,0.9857537,0.000173568,0.0007586927,0.004067567,0.000207817,0.000012946,0.00001425417,0.008941106],"genre_scores_gemma":[0.001946251,0.9883978,0.00008073179,0.0006439809,0.005252287,0.00000653652,0.00001658239,0.00003793003,0.003617854],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9507908,"threshold_uncertainty_score":0.5947685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05158601725997492,"score_gpt":0.3734494554479284,"score_spread":0.3218634381879535,"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."}}