{"id":"W4379768498","doi":"10.1016/j.jpra.2023.04.005","title":"A Scoping Review of the Application of BREAST-Q in Surgical Research","year":2023,"lang":"en","type":"review","venue":"JPRAS Open","topic":"Cancer survivorship and care","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Medicine; Breast surgery; MEDLINE; Breast reconstruction; Data collection; Breast cancer; Breast reduction; Patient satisfaction; Gold standard (test); Medical physics; Family medicine; Surgery; Mammaplasty; 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":[],"consensus_categories":[],"category_scores_codex":[0.003274586,0.000121087,0.001678798,0.000132613,0.00001910058,0.000009466532,0.0007170754,0.0001374905,0.0001197279],"category_scores_gemma":[0.0002407724,0.00007288419,0.0002761553,0.00187957,0.00008126595,0.0000290198,0.0006706802,0.0004728539,0.00004474454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001153738,"about_ca_system_score_gemma":0.001379896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003134422,"about_ca_topic_score_gemma":0.002388492,"domain_scores_codex":[0.9977214,0.0005535031,0.000755708,0.0002716251,0.0005320283,0.0001657786],"domain_scores_gemma":[0.99818,0.0004404463,0.000299425,0.0008244534,0.0002102917,0.0000453435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000008984915,0.00002455104,0.00003740604,0.5041702,0.00002056549,0.000003525328,0.00002083206,9.121426e-9,7.829559e-8,0.0002104173,0.0004803604,0.4950231],"study_design_scores_gemma":[0.00009263599,0.00001397386,0.00002840996,0.5652019,0.00009313864,0.0000273531,0.00001181722,1.875627e-7,4.242401e-7,0.00001424675,0.4344781,0.00003776063],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002007189,0.9847616,5.781965e-7,0.0003578512,0.00006762362,0.006659551,0.00003966364,0.000005248007,0.008105885],"genre_scores_gemma":[0.00001340489,0.9983228,0.000005194881,0.00003367481,0.0000792432,0.0008172145,0.00006195108,0.00002863842,0.0006378634],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4949853,"threshold_uncertainty_score":0.4738329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3262640383937221,"score_gpt":0.5778104045021674,"score_spread":0.2515463661084453,"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."}}