{"id":"W4249570029","doi":"10.35493/medu.36.6","title":"Multiple Myeloma","year":2019,"lang":"en","type":"article","venue":"The Meducator","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Multiple myeloma; Medicine; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001391275,0.00009539022,0.0001508068,0.00004677667,0.00006159401,0.00001368258,0.0001245547,0.00003185443,0.001773754],"category_scores_gemma":[0.0001603691,0.00005081853,0.00007783627,0.0001236742,0.00005174501,0.00003265585,0.00004372439,0.0001387887,0.006656629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006003608,"about_ca_system_score_gemma":0.0001595181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008352364,"about_ca_topic_score_gemma":0.000007783736,"domain_scores_codex":[0.9991471,0.00003818206,0.00009844956,0.0001623177,0.0002679467,0.0002860628],"domain_scores_gemma":[0.9990726,0.0001605064,0.00002337112,0.0005120186,0.00004142655,0.0001900919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005652903,0.0004911225,0.9339732,0.00008216472,0.0002586295,0.00004390978,0.0009705531,6.372654e-7,0.0239918,0.0004156916,0.009660326,0.02954667],"study_design_scores_gemma":[0.003157352,0.0002799827,0.9096019,0.00004539768,0.00004714115,0.0001014826,0.0006401301,0.0002544141,0.01830674,0.00009569977,0.0673563,0.0001135165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819323,0.0002750331,0.000003287152,0.003632378,0.0002871449,0.000650609,0.000005165251,0.00004670776,0.01316734],"genre_scores_gemma":[0.980419,0.00001608805,0.0003133584,0.0004669733,0.0001747798,0.000049217,0.00001714432,0.00001839064,0.01852501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05769597,"threshold_uncertainty_score":0.9991388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02331246529868854,"score_gpt":0.3092068058461208,"score_spread":0.2858943405474323,"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."}}