{"id":"W2106968573","doi":"10.1016/j.clbc.2012.07.006","title":"Treatment and Outcomes of Primary Breast Lymphoma","year":2012,"lang":"en","type":"article","venue":"Clinical Breast Cancer","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; University of British Columbia","funders":"BC Cancer Agency","keywords":"Medicine; Breast cancer; Lymphoma; Stage (stratigraphy); Internal medicine; Univariate analysis; Chemotherapy; Surgery; Radiation therapy; Population; Aggressive lymphoma; Oncology; Cancer; Multivariate analysis; Rituximab","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001325331,0.0001954751,0.0007363049,0.00003654179,0.00003404498,0.000006345801,0.00004060809,0.0001145476,0.000279657],"category_scores_gemma":[0.00001852395,0.000119767,0.0002519148,0.00007093108,0.0001847883,0.00008171733,0.00004651106,0.00003433584,0.00003645193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003087815,"about_ca_system_score_gemma":0.0001947276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004171056,"about_ca_topic_score_gemma":0.000009417059,"domain_scores_codex":[0.9987964,0.00004453582,0.0004723663,0.0002446957,0.000154315,0.0002876723],"domain_scores_gemma":[0.9988152,0.000278618,0.000134086,0.0003037858,0.00006595034,0.0004023315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002409588,0.002395798,0.6583265,0.0000254155,0.0003680176,0.000007149116,0.00003401462,4.424072e-8,0.00001611649,0.0001433767,0.000223297,0.3382193],"study_design_scores_gemma":[0.007685783,0.0002759199,0.9856898,0.00006663267,0.0005717535,0.000511201,0.00002048189,0.000002867334,0.00008829879,0.000009651669,0.004969286,0.000108366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913415,0.002184037,0.000001254636,0.003922497,0.0003562119,0.0002824905,0.000243494,0.00003068293,0.001637842],"genre_scores_gemma":[0.9966001,0.001283783,0.0001742956,0.0009609574,0.0004212312,0.00008965054,0.00001964732,0.00001929328,0.0004310525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3381109,"threshold_uncertainty_score":0.4883956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04203916915508224,"score_gpt":0.3635923758920603,"score_spread":0.3215532067369781,"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."}}