{"id":"W3005642772","doi":"10.1002/bjs.11468","title":"Therapeutic mammaplasty is a safe and effective alternative to mastectomy with or without immediate breast reconstruction","year":2020,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Queen's University; Queen's University Belfast; Research Trainees Coordinating Centre; Academy of Medical Sciences; University of Bristol; Department of Health and Social Care; Association of Breast Surgery; National Institute for Health and Care Research; University Hospitals Bristol NHS Foundation Trust","keywords":"Medicine; Mastectomy; Mammaplasty; Breast reconstruction; Surgery; Demographics; Total Mastectomy; Breast cancer; General surgery; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.000425748,0.0001923338,0.0003373441,0.0003203697,0.0001134779,0.0002607795,0.0002676522,0.0001698217,0.002350907],"category_scores_gemma":[0.001285533,0.00007891686,0.0003680754,0.0004045626,0.000287192,0.0002548093,0.0002948109,0.0002668193,0.0003030786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001426088,"about_ca_system_score_gemma":0.0002447946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001385018,"about_ca_topic_score_gemma":0.0003162596,"domain_scores_codex":[0.9996858,0.00009927453,0.00003009414,0.00004549473,0.000111016,0.00002824927],"domain_scores_gemma":[0.9993474,0.0002083609,0.0003506127,0.00003478705,0.00002061825,0.00003825491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007159788,0.0006346279,0.2099484,0.002217153,0.0006903108,0.003175013,0.0001570221,0.0009729462,0.01885569,0.001031626,0.004341958,0.7508155],"study_design_scores_gemma":[0.002642292,0.02376583,0.8167518,0.001132107,0.0008901876,0.1018641,0.0005640243,0.002891644,0.0114254,0.002862754,0.03514654,0.00006333502],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9315929,0.05379668,0.00451545,0.0009004318,0.0001562539,0.00006735779,0.000334289,0.0001312279,0.008505383],"genre_scores_gemma":[0.9934323,0.004313201,0.001322404,0.0001603077,0.0001340903,0.00002401317,0.0002086453,0.000005144015,0.0003998988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002350907,"threshold_uncertainty_score":0.007864535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02256460286362287,"score_gpt":0.2402572914754514,"score_spread":0.2176926886118286,"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."}}