{"id":"W2601169542","doi":"10.14740/jh322e","title":"Multiple Myeloma-Induced Hyperammonemic Encephalopathy","year":2017,"lang":"en","type":"article","venue":"Journal of Hematology","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Multiple myeloma; Hyperammonemia; Encephalopathy; Complication; Anemia; Gastroenterology; Pathology; Pediatrics; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000256848,0.0001330782,0.0005778706,0.0001715852,0.0002263523,0.00003532388,0.000288217,0.0001207184,0.0001173795],"category_scores_gemma":[0.001496932,0.00009342627,0.0001894102,0.00003430304,0.0001194478,0.0001693729,0.00007324669,0.0003561859,0.0001103438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006281917,"about_ca_system_score_gemma":0.0002233978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003422175,"about_ca_topic_score_gemma":0.00001971971,"domain_scores_codex":[0.998721,0.00005029022,0.0004255308,0.0001397487,0.0003276546,0.0003357995],"domain_scores_gemma":[0.9983037,0.0001400303,0.0004862038,0.0004736469,0.0002748854,0.0003215334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001367366,0.0005018156,0.8903777,0.00007794053,0.0003614711,0.01045536,0.0001769374,3.872895e-7,0.06409457,0.0003214996,0.001011135,0.03125383],"study_design_scores_gemma":[0.01375347,0.001833096,0.8448234,0.0002578909,0.0001583746,0.03470913,0.0001981091,0.0002377043,0.1005775,0.0005279303,0.002740907,0.0001824709],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946788,0.0005754518,0.00005992823,0.002117608,0.00034905,0.0001596488,0.000002165977,0.00001053716,0.002046834],"genre_scores_gemma":[0.9972295,0.0001028123,0.002158039,0.0001006904,0.0001952844,0.00000449058,0.000001816491,0.00001619497,0.0001911581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04555429,"threshold_uncertainty_score":0.3809813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04701874215708989,"score_gpt":0.3449408824933917,"score_spread":0.2979221403363018,"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."}}