{"id":"W3188442387","doi":"10.1136/bmjopen-2021-054055","title":"Protocol for a national cohort study to explore the long-term clinical and patient-reported outcomes and cost-effectiveness of implant-based and autologous breast reconstruction after mastectomy for breast cancer: the brighter study","year":2021,"lang":"en","type":"article","venue":"BMJ Open","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Population and Public Health","funders":"Research Trainees Coordinating Centre; Academy of Medical Sciences; University of Bristol; Department of Health and Social Care; National Institute for Health and Care Research; Research for Patient Benefit Programme; NIHR Bristol Biomedical Research Centre; University Hospitals Bristol NHS Foundation Trust","keywords":"Medicine; Breast reconstruction; Breast cancer; Mastectomy; Quality of life (healthcare); Cohort; Cancer; Medical physics; Internal medicine; Nursing","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":[0.001323833,0.0001736131,0.0005330489,0.00005555716,0.0001761681,0.00008655358,0.00007449392,0.00006251927,0.00003000626],"category_scores_gemma":[0.00005479539,0.00009074992,0.00006365867,0.00009382032,0.0001624347,0.0001102908,0.0001374054,0.0001049432,1.779972e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003238134,"about_ca_system_score_gemma":0.0003148572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008962779,"about_ca_topic_score_gemma":0.0006375086,"domain_scores_codex":[0.9983062,0.0003446524,0.0005530149,0.0004230373,0.0002171244,0.0001560308],"domain_scores_gemma":[0.9984434,0.0005233943,0.000248918,0.0002287038,0.0004691543,0.00008642837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01140192,0.0004790836,0.8421026,0.0002179174,0.0004658031,0.00001957469,0.0002769589,4.519546e-7,0.00001437266,0.000002230381,0.00003284575,0.1449862],"study_design_scores_gemma":[0.01330286,0.0008351667,0.9565139,0.0003213112,0.0003022935,0.02737705,0.001072113,0.00004626528,0.00006616667,0.000023469,0.00001636913,0.0001230294],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6981913,0.000002335774,0.0000506912,0.000468143,0.0001483246,0.3008988,0.0002255515,0.000008420243,0.000006406179],"genre_scores_gemma":[0.6598667,1.591391e-7,0.0000957388,0.00006193897,0.00005111664,0.3398836,0.00001131939,0.00001133983,0.00001808929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1448632,"threshold_uncertainty_score":0.3700674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1224334036553191,"score_gpt":0.4575254324628196,"score_spread":0.3350920288075005,"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."}}