{"id":"W2295624617","doi":"10.1002/ajh.24351","title":"Central nervous system involvement by multiple myeloma: A multi‐institutional retrospective study of 172 patients in daily clinical practice","year":2016,"lang":"en","type":"article","venue":"American Journal of Hematology","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":141,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Royal Victoria Hospital","funders":"National Cancer Institute","keywords":"Multiple myeloma; Medicine; Retrospective cohort study; Central nervous system; Clinical Practice; Intensive care medicine; Oncology; Internal medicine; Family 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":[0.0006592165,0.0002055175,0.001195438,0.000255538,0.00005379452,0.000005743599,0.0001832859,0.00006756103,0.00001507089],"category_scores_gemma":[0.002635217,0.0001209769,0.0001719643,0.000280787,0.0004769248,0.0001843183,0.00007757999,0.0003355602,0.000009541809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005807469,"about_ca_system_score_gemma":0.0003684202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007259763,"about_ca_topic_score_gemma":0.0001893575,"domain_scores_codex":[0.9964323,0.000646636,0.001427508,0.0003048787,0.0007324036,0.0004562653],"domain_scores_gemma":[0.9966439,0.0006946689,0.001262682,0.0002639877,0.0007638317,0.0003709125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00411747,0.009905272,0.9674785,0.00003672379,0.0007320056,0.001184982,0.0004941077,0.000002317676,0.000184965,0.00007096075,0.00029571,0.01549695],"study_design_scores_gemma":[0.025574,0.01305693,0.9546252,0.0002790313,0.0001391873,0.0007418595,0.005006717,0.00008229148,0.0001949237,0.000002909247,0.0001928913,0.0001040676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977887,0.000152622,0.000600156,0.0004162508,0.0002378792,0.000688996,0.00003385242,0.00001010319,0.00007139506],"genre_scores_gemma":[0.9967123,0.00007098311,0.00302728,0.00007492466,0.00005493711,0.00001967876,0.000006741889,0.00001714539,0.00001604604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02145653,"threshold_uncertainty_score":0.4933295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02555799798306553,"score_gpt":0.3449735239218295,"score_spread":0.319415525938764,"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."}}