{"id":"W4287153323","doi":"10.33140/jgrm.06.03.04","title":"Risk Factors Associated with Breast Cancer-Related Lymphedema: A Systematic Review and Meta-Analysis","year":2022,"lang":"en","type":"review","venue":"Journal of Gynecology & Reproductive Medicine","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Lymphedema; Meta-analysis; Relative risk; Internal medicine; Publication bias; Confidence interval; Incidence (geometry); Funnel plot; Cumulative incidence; Population; Oncology; Cancer; Cohort","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005812131,0.0009541759,0.0266824,0.001239346,0.0002174908,0.00001223959,0.0003714297,0.0003025976,0.005325621],"category_scores_gemma":[0.01618145,0.000432792,0.003261053,0.002844587,0.0004279501,0.000128257,0.0001042714,0.0003281724,0.000003281709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001370986,"about_ca_system_score_gemma":0.00158472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009926911,"about_ca_topic_score_gemma":0.00001466955,"domain_scores_codex":[0.9896258,0.003822513,0.003903517,0.00100285,0.001218287,0.0004269994],"domain_scores_gemma":[0.9813968,0.00440765,0.01135103,0.001173849,0.001174515,0.0004961602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00002712856,0.0003854508,0.0009079125,0.3529673,0.6436454,0.0003823345,0.0002935671,0.000001470642,4.437566e-8,0.000003866543,0.000853266,0.0005322412],"study_design_scores_gemma":[0.001208942,0.001048089,0.001019004,0.05011863,0.9361325,0.004006601,0.0004199879,6.467744e-7,4.86172e-8,0.000009437441,0.005717654,0.0003184501],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001613326,0.9934726,0.000003563661,0.001807314,0.0003241137,0.003832587,0.000252983,0.00004277374,0.0001027068],"genre_scores_gemma":[0.0007247899,0.9971821,0.00001187069,0.0003456071,0.0001957856,0.0004086026,0.0001075838,0.00008590415,0.0009377729],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3028487,"threshold_uncertainty_score":0.9998124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08307514617106009,"score_gpt":0.3571263833330072,"score_spread":0.2740512371619471,"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."}}