{"id":"W4380886092","doi":"10.37549/aro1276","title":"Craniospinal Irradiation for Leptomeningeal Disease in Recurrent Breast Cancer","year":2021,"lang":"en","type":"article","venue":"Applied Radiation Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Medicine; Breast cancer; Cancer; Radiology; Disease; Nuclear medicine; Oncology; Internal medicine","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":[0.0001526542,0.0001113457,0.0002573804,0.00009276377,0.00005407298,0.000008874605,0.00002738927,0.00007636394,0.000333663],"category_scores_gemma":[0.00002745357,0.0001074526,0.000070808,0.0001998295,0.00002345723,0.00003342678,0.00001157151,0.00009703075,0.00001640462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006642465,"about_ca_system_score_gemma":0.0006653395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000035718,"about_ca_topic_score_gemma":0.00009511315,"domain_scores_codex":[0.9990846,0.00004422602,0.000244179,0.0002898879,0.0001195251,0.0002176065],"domain_scores_gemma":[0.9994338,0.0001037707,0.00009461983,0.0001336602,0.0000690527,0.0001650872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003661304,0.002091196,0.1003019,0.0001988104,0.000208002,0.0001510271,0.000807845,0.000970307,0.001761967,0.01470451,0.004122247,0.8710209],"study_design_scores_gemma":[0.008580557,0.0002877894,0.9354536,0.0000233315,0.0002034111,0.00003136902,0.00009900235,0.001817202,0.000174214,0.0007065167,0.05248191,0.0001410941],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9611869,0.00200868,0.001653852,0.02989914,0.0009835253,0.0020611,0.0004406072,0.00007650245,0.001689721],"genre_scores_gemma":[0.9945196,0.0003240701,0.001811145,0.001273909,0.0003861566,0.0009169159,0.0006453639,0.00001705759,0.0001058046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8708798,"threshold_uncertainty_score":0.4381791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01984214891296792,"score_gpt":0.3548450161351059,"score_spread":0.335002867222138,"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."}}