{"id":"W4389994778","doi":"10.1245/s10434-023-14733-4","title":"ASO Visual Abstract: Surgical Management and Long-Term Outcomes of BIA-ALCL: A Multidisciplinary Approach","year":2023,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Surgical oncology; Medicine; Multidisciplinary approach; Term (time); General surgery; Intensive care medicine; Surgery; Social science","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":[0.0007015965,0.0002047014,0.0003481697,0.0006605001,0.0004698098,0.001015701,0.0004107225,0.0007832029,0.01558924],"category_scores_gemma":[0.003175579,0.0001074268,0.000358119,0.0004690675,0.0002218616,0.0006229883,0.0005898814,0.0006936606,0.0020663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007193636,"about_ca_system_score_gemma":0.0008018108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001068625,"about_ca_topic_score_gemma":0.002938705,"domain_scores_codex":[0.9996892,0.00006173772,0.00003673115,0.00003977323,0.0001030072,0.00006961386],"domain_scores_gemma":[0.9981056,0.0004153257,0.000346633,0.00004391963,0.0004781717,0.000610331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003198696,0.0005674714,0.3727634,0.001059364,0.0004008287,0.005779807,0.0003091955,0.0008367071,0.002359477,0.0009643979,0.3697638,0.2419968],"study_design_scores_gemma":[0.0005930303,0.001217116,0.8549698,0.00234453,0.000623028,0.02333854,0.001705269,0.002071204,0.001659231,0.003125168,0.1082195,0.0001335884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7016723,0.05123566,0.002817487,0.1012795,0.02407848,0.0004250882,0.01295149,0.0003425933,0.1051974],"genre_scores_gemma":[0.9419531,0.008182018,0.001635759,0.008604214,0.01479285,0.0001140147,0.005570201,0.0000932887,0.01905453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01558924,"threshold_uncertainty_score":0.0521512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1128605251589258,"score_gpt":0.4272443857206916,"score_spread":0.3143838605617658,"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."}}