{"id":"W2924950739","doi":"10.1038/s41572-019-0072-5","title":"Cancer-associated secondary lymphoedema","year":2019,"lang":"en","type":"review","venue":"Nature Reviews Disease Primers","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":214,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Radiation therapy; Context (archaeology); Disease; Cancer; Liposuction; Population; Quality of life (healthcare); Lymphedema; Modalities; Surgery; Physical therapy; Breast cancer; Internal medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005697385,0.001209355,0.006641724,0.0003545881,0.0001085551,0.0000635823,0.0005086696,0.001275419,0.001878513],"category_scores_gemma":[0.001379498,0.0008147666,0.00384524,0.0009138986,0.00009128074,0.0001291734,0.0001458598,0.0004302989,0.001979729],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001498017,"about_ca_system_score_gemma":0.008872274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001932485,"about_ca_topic_score_gemma":0.000002270576,"domain_scores_codex":[0.9948803,0.0007089837,0.001651783,0.001218362,0.0008235812,0.0007169856],"domain_scores_gemma":[0.9951346,0.0002819721,0.001426292,0.001568809,0.0001975066,0.001390832],"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":[0.00003256761,0.0002404575,0.0001135647,0.1855185,0.0009174866,0.00009893202,0.000007232887,2.212052e-8,9.566035e-8,0.00002758322,0.04995656,0.763087],"study_design_scores_gemma":[0.0009673142,0.00003152103,0.0001679646,0.1338737,0.02354882,0.00003117543,0.000003874525,0.000001128089,1.63228e-7,0.000006328076,0.8407036,0.0006644065],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002735024,0.9847671,7.359807e-7,0.0001020302,0.001783697,0.007001876,0.0008363877,0.0001849473,0.005320494],"genre_scores_gemma":[0.00001005345,0.9881611,0.00004212424,0.00200563,0.0007382138,0.001094865,0.002372935,0.0002065379,0.00536847],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.790747,"threshold_uncertainty_score":0.9994303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06119583570823582,"score_gpt":0.4048898696342377,"score_spread":0.3436940339260019,"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."}}