{"id":"W4207024070","doi":"10.1186/s12885-022-09193-0","title":"Lympho-vascular invasion impacts the prognosis in breast-conserving surgery: a systematic review and meta-analysis","year":2022,"lang":"en","type":"review","venue":"BMC Cancer","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Surgical oncology; Oncology; Internal medicine; Mastectomy; Breast-conserving surgery; Stage (stratigraphy); Cochrane Library; Meta-analysis; Incidence (geometry); Cancer; Gynecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01161221,0.002410163,0.01293245,0.004684988,0.0006753973,0.002862563,0.001846808,0.001977619,0.003444336],"category_scores_gemma":[0.03032495,0.001207464,0.03519693,0.006279015,0.0007134624,0.001474778,0.001336268,0.001518303,0.0002629992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002207868,"about_ca_system_score_gemma":0.003220866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007614332,"about_ca_topic_score_gemma":0.01746776,"domain_scores_codex":[0.9919909,0.003766781,0.002212377,0.0009091839,0.000823427,0.0002973329],"domain_scores_gemma":[0.9790109,0.01595003,0.003052077,0.0005887384,0.001157825,0.0002403984],"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":[0.001780936,0.00002840403,0.0106945,0.3270603,0.6482326,0.0001746664,0.0000908642,0.0005834162,0.0001888886,0.0001159118,0.0006257471,0.01042373],"study_design_scores_gemma":[0.0003088495,0.0001362325,0.006053006,0.01993039,0.9719161,0.0000976568,0.00003374507,0.0001651863,0.00007413455,0.000136475,0.00113017,0.00001806464],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006484895,0.9917287,0.0004037196,0.0002091893,0.00009929664,0.0001946458,0.0006325689,0.00001773937,0.0002293626],"genre_scores_gemma":[0.2548825,0.7390319,0.001976259,0.0009398898,0.0003081508,0.001203014,0.001215325,0.00003120942,0.0004117324],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01293245,"threshold_uncertainty_score":0.06141198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09819235058880918,"score_gpt":0.3381005354571662,"score_spread":0.239908184868357,"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."}}