{"id":"W4317556159","doi":"10.1245/s10434-022-12987-y","title":"ASO Visual Abstract: Margin Status and Local Recurrence in Phyllodes Tumors of the Breast—A Canadian Series","year":2023,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Jewish General Hospital; McGill University","funders":"","keywords":"Surgical oncology; Medicine; Phyllodes tumor; Margin (machine learning); Series (stratigraphy); Surgical margin; Oncology; General surgery; Radiology; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002772408,0.0004369675,0.000312937,0.001446844,0.002147994,0.0005316336,0.0007053256,0.0007584137,0.006275292],"category_scores_gemma":[0.001063721,0.0002401542,0.0004098284,0.002255421,0.0006124052,0.0003046534,0.0004052586,0.0005737071,0.0006205255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007772589,"about_ca_system_score_gemma":0.01184115,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8917617,"about_ca_topic_score_gemma":0.9385187,"domain_scores_codex":[0.9996771,0.00001723889,0.0000196874,0.00004658444,0.0001168051,0.0001226407],"domain_scores_gemma":[0.9992886,0.00005777362,0.00009234136,0.00002083797,0.0003281087,0.0002123709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004950937,0.0002233468,0.9112219,0.0001737462,0.0000876738,0.02619997,0.001485863,0.0003786134,0.002124499,0.0005129896,0.02339557,0.03370072],"study_design_scores_gemma":[0.00008267316,0.0001998455,0.9470828,0.0001127755,0.0001233875,0.0299061,0.002092418,0.0003552469,0.0004237864,0.0001296573,0.01942954,0.00006166229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9614159,0.005066199,0.0002716427,0.003134908,0.0002982171,0.0001418204,0.003847413,0.00002691541,0.0257969],"genre_scores_gemma":[0.9876525,0.002894817,0.0002421587,0.0005667315,0.0002131716,0.00001927481,0.001098678,0.00002423321,0.007288464],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1082383,"threshold_uncertainty_score":0.2177514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04182993554110762,"score_gpt":0.3409345058886155,"score_spread":0.2991045703475079,"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."}}