{"id":"W4399360795","doi":"10.1016/j.breast.2024.103758","title":"Capturing longer term surgical outcome measures as part of routine care of breast cancer patients","year":2024,"lang":"en","type":"article","venue":"The Breast","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Health and Social Care; National Institute for Health and Care Research; Institute of Cancer Research; Cancer Research UK; Royal Marsden Cancer Charity; Association of Breast Surgery; Royal Marsden NHS Foundation Trust","keywords":"Oncoplastic Surgery; Medicine; Breast cancer; Population; Family medicine; Patient-reported outcome; General surgery; Cancer; Breast surgery; Quality of life (healthcare); Nursing; 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":[0.00999777,0.000335602,0.00056822,0.00179983,0.0005575223,0.001281163,0.0008509232,0.0005384709,0.005618826],"category_scores_gemma":[0.02260306,0.0002137455,0.0006131866,0.001519668,0.0004110381,0.0009081427,0.00157469,0.0006602634,0.0012438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001210217,"about_ca_system_score_gemma":0.001531867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003099541,"about_ca_topic_score_gemma":0.005100319,"domain_scores_codex":[0.9937246,0.00334859,0.001116096,0.0004484399,0.001026099,0.0003360345],"domain_scores_gemma":[0.97351,0.007151113,0.01113999,0.001554606,0.00471323,0.001931116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005856887,0.0003232445,0.829958,0.002017862,0.0001502559,0.0003352967,0.005177165,0.0002969131,0.00157001,0.0002156626,0.0145984,0.1447714],"study_design_scores_gemma":[0.00002839765,0.0007304027,0.9837811,0.0005682257,0.00005153235,0.0003869688,0.003768146,0.0004218672,0.0007773628,0.0002829189,0.009158346,0.00004475492],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9563567,0.003243113,0.005945792,0.004585823,0.0003112468,0.002512889,0.01087659,0.000356291,0.0158116],"genre_scores_gemma":[0.9734284,0.001865802,0.01301197,0.0009192266,0.0002264655,0.00416166,0.004629664,0.00007533449,0.0016815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00999777,"threshold_uncertainty_score":0.05287391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01998252014009268,"score_gpt":0.3054868315337894,"score_spread":0.2855043113936967,"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."}}