{"id":"W4389780920","doi":"10.1245/s10434-023-14636-4","title":"Surgical Management and Long-Term Outcomes of BIA-ALCL: A Multidisciplinary Approach","year":2023,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Seroma; Anaplastic large-cell lymphoma; Surgery; Breast implant; Implant; Cohort; Breast cancer; Cancer; Lymphoma; Internal medicine; Complication","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005022125,0.0002078918,0.0003506426,0.0006783343,0.0009024875,0.001035891,0.0003453108,0.0005151036,0.001478222],"category_scores_gemma":[0.001422228,0.0001304433,0.0004952193,0.0005900807,0.0002464186,0.0006622223,0.001002421,0.0006475451,0.0002183977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008091404,"about_ca_system_score_gemma":0.0008725871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001313431,"about_ca_topic_score_gemma":0.003968779,"domain_scores_codex":[0.9995122,0.00009654381,0.0000554615,0.00005702243,0.000107647,0.0001712549],"domain_scores_gemma":[0.999243,0.0001004193,0.0002464582,0.0000167074,0.00008628853,0.0003071846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002751956,0.0003108887,0.9496985,0.00008332984,0.0001767483,0.002553766,0.000318882,0.0003993357,0.0009217587,0.0002204815,0.001265702,0.0437753],"study_design_scores_gemma":[0.00002114162,0.0003318014,0.9806023,0.0002221669,0.0001801372,0.0118383,0.002343943,0.0009527404,0.0001936062,0.0006230741,0.002661168,0.0000297572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853004,0.008563601,0.0005955657,0.001733279,0.0001199924,0.00002777588,0.000143718,0.00001121127,0.00350444],"genre_scores_gemma":[0.9970113,0.001664356,0.0003524616,0.0002435163,0.000135267,0.00001555047,0.0002228095,0.000003771543,0.0003509807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001478222,"threshold_uncertainty_score":0.0058707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.116236282124223,"score_gpt":0.3963619885245065,"score_spread":0.2801257064002836,"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."}}