{"id":"W1994105203","doi":"10.1007/s00238-011-0676-9","title":"Foot lymphoedema—is there a role for surgery?","year":2012,"lang":"en","type":"article","venue":"European Journal of Plastic Surgery","topic":"Vascular Tumors and Angiosarcomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Debulking; Medicine; Amputation; Surgery; Foot (prosody); Quality of life (healthcare); Complication; Negative-pressure wound therapy; General surgery; 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":[0.002724321,0.0001821959,0.0006075089,0.0002646601,0.0000740321,0.00002618399,0.00008679562,0.00002767945,0.0002566673],"category_scores_gemma":[0.002157718,0.0001336681,0.001240939,0.0001527564,0.00004077631,0.0001464982,0.00002665052,0.0001424933,0.0001047716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003824199,"about_ca_system_score_gemma":0.0001665835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001197464,"about_ca_topic_score_gemma":9.333239e-8,"domain_scores_codex":[0.9981715,0.0002220715,0.0006970222,0.0001162959,0.0003477057,0.0004453784],"domain_scores_gemma":[0.9958502,0.002937466,0.0004227962,0.0001866617,0.0001858427,0.0004170535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006977356,0.0006333424,0.820341,0.0002324553,0.0008197717,0.0009914795,0.0005329458,0.000006675776,0.002090827,0.00006527779,0.1473918,0.02619674],"study_design_scores_gemma":[0.001198498,0.0002034363,0.7599132,0.0009758141,0.0005089334,0.002678014,0.000326645,0.00004914622,0.001420891,0.0000244296,0.232412,0.0002889878],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865088,0.007065304,0.002497833,0.000342508,0.002133947,0.00008463448,0.000009946885,0.00002335315,0.001333684],"genre_scores_gemma":[0.9965125,0.0001358193,0.0003347862,0.0003376264,0.002325172,0.000001256191,0.000005808671,0.00007215196,0.0002749312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08502021,"threshold_uncertainty_score":0.5450828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0320768830555543,"score_gpt":0.2397552181272311,"score_spread":0.2076783350716768,"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."}}