{"id":"W4386536904","doi":"10.21203/rs.3.rs-3194726/v1","title":"Prognostic Factors in 448 Newly Diagnosed Multiple Myeloma Receiving Bortezomib-based Induction: Impact of ASCT, Transplant Refusal and High-Risk MM","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Multiple myeloma; Bortezomib; Medicine; Induction therapy; Oncology; Internal medicine; Chemotherapy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000264924,0.0001409078,0.0002215784,0.0002601527,0.0002942378,0.0004244895,0.0001555245,0.0002384776,0.001119302],"category_scores_gemma":[0.0007985644,0.0001484439,0.0002776569,0.0004552747,0.0001842357,0.0002117888,0.0002395445,0.0003184322,0.000146844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004502079,"about_ca_system_score_gemma":0.0004968553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01153623,"about_ca_topic_score_gemma":0.01596204,"domain_scores_codex":[0.9998223,0.00003480165,0.00002301445,0.00003199996,0.00002854459,0.00005940036],"domain_scores_gemma":[0.9993439,0.000095713,0.0002521495,0.00002142995,0.00005259968,0.0002340718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009026424,0.00001324925,0.999363,0.00000249908,0.000008435457,0.00006818794,0.00002327266,0.00002575199,0.00006658411,0.000003247562,0.00002808705,0.0003075223],"study_design_scores_gemma":[0.000004915721,0.00006642916,0.9994069,0.000002105316,0.00001023166,0.0001553081,0.00009574862,0.0001319276,0.00002984712,0.000005928688,0.00008877902,0.000001737887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997932,0.00005993775,0.000008693433,0.00001486581,0.000002110078,0.000001808307,0.00005763326,3.823032e-7,0.00006126184],"genre_scores_gemma":[0.9997739,0.00002828448,0.000007980669,0.0000103479,0.000003427173,0.000001789389,0.00008857166,3.329413e-7,0.0000853156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01153623,"threshold_uncertainty_score":0.02293819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08297973707033078,"score_gpt":0.3935928345410184,"score_spread":0.3106130974706876,"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."}}