{"id":"W4386101150","doi":"10.1097/01.hs9.0000975152.94267.34","title":"PB2090: SYSTEMATIC LITERATURE REVIEW OF PROGNOSTIC FACTORS FOR RELAPSED/REFRACTORY MULTIPLE MYELOMA","year":2023,"lang":"en","type":"article","venue":"HemaSphere","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"EVERSANA (Canada)","funders":"","keywords":"Medicine; Internal medicine; Multiple myeloma; Confidence interval; Observational study; MEDLINE; Oncology; Malignancy; Multivariate analysis; Clinical trial; Refractory (planetary science); Intensive care 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":[0.0003332197,0.0002661146,0.0008887909,0.0001137277,0.00008141246,0.00001807307,0.0001370593,0.0001438526,0.0001784552],"category_scores_gemma":[0.005083564,0.0001781452,0.000352611,0.0007278178,0.00004950345,0.00009944198,0.00005176188,0.0001960926,0.0001621175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007986255,"about_ca_system_score_gemma":0.000129249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006375467,"about_ca_topic_score_gemma":0.000007490466,"domain_scores_codex":[0.997979,0.0001022156,0.0005766805,0.0003489758,0.0005340446,0.0004590471],"domain_scores_gemma":[0.9973895,0.001190924,0.0002051519,0.0005736662,0.0003728668,0.0002678757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002119892,0.0003759373,0.03953666,0.9427683,0.0004708833,0.0002996384,0.000492137,6.388444e-7,0.001364243,0.00008497352,0.01313077,0.001263775],"study_design_scores_gemma":[0.007987758,0.002047181,0.06378498,0.9125015,0.0009615039,0.0001416084,0.001031566,0.001030758,0.00502535,0.00008992395,0.004881224,0.0005167144],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6229025,0.3513686,0.0001656627,0.0009565694,0.0005262025,0.02014571,0.0006190187,0.0007272528,0.002588467],"genre_scores_gemma":[0.9646528,0.02292606,0.001288401,0.0001798668,0.0001247172,0.001304691,0.001228378,0.0001010098,0.008194072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3417503,"threshold_uncertainty_score":0.7264553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03682725364071148,"score_gpt":0.3198211475677051,"score_spread":0.2829938939269936,"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."}}