{"id":"W2515517339","doi":"10.1200/jco.2016.34.15_suppl.e13526","title":"Optimal management of leptomeningeal carcinomatosis in breast cancer patients - a systematic review.","year":2016,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Internal medicine; Breast cancer; Randomized controlled trial; Radiation therapy; Quality of life (healthcare); Observational study; MEDLINE; Oncology; Chemotherapy; Systematic review; Cancer; Meta-analysis; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002455472,0.0001091065,0.002100402,0.00009763455,0.000008644381,0.000001404138,0.0001120099,0.00009785895,0.000171546],"category_scores_gemma":[0.0003110225,0.00005292337,0.0004284572,0.0001192538,0.00007679451,0.00005550967,0.00004715416,0.0001794671,0.000008551955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002347218,"about_ca_system_score_gemma":0.000255684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001611633,"about_ca_topic_score_gemma":0.000003816474,"domain_scores_codex":[0.9961116,0.0004216705,0.00281711,0.000127755,0.0003567873,0.0001651224],"domain_scores_gemma":[0.9967813,0.0006447499,0.001933594,0.0001688817,0.0002802195,0.000191228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002632651,0.006448073,0.874559,0.07150584,0.002829355,0.001207228,0.00006107023,0.000003905132,0.00001253062,0.0001169616,0.003302068,0.03732131],"study_design_scores_gemma":[0.01616703,0.005884814,0.8507051,0.1226511,0.003738897,0.0002535624,0.00006383669,0.000007103341,0.00001586643,0.00001828805,0.0004053414,0.00008913352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851287,0.004780278,0.00003867241,0.00866271,0.0003734975,0.0006731222,0.00002118546,0.000002768234,0.000319092],"genre_scores_gemma":[0.9834108,0.01338575,0.002124456,0.0008486067,0.00009360188,0.0000259276,8.715788e-7,0.00000998213,0.0001000008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05114523,"threshold_uncertainty_score":0.2158152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06814181625445764,"score_gpt":0.4478975210519311,"score_spread":0.3797557047974734,"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."}}