{"id":"W4394909371","doi":"10.1093/oncolo/oyae041","title":"A Prognostic Survival Model Incorporating Patient-Reported Outcomes for Transplant-Ineligible Patients With Multiple Myeloma","year":2024,"lang":"en","type":"article","venue":"The Oncologist","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Alberta; Ottawa Hospital; University of Ottawa; University of Calgary; Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto; McMaster University","funders":"Ontario Ministry of Health and Long-Term Care; Hamilton Health Sciences","keywords":"Medicine; Proportional hazards model; Internal medicine; Multiple myeloma; Population; Retrospective cohort study; Emergency medicine; Oncology; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000264044,0.0002580386,0.0003957106,0.0001001982,0.0002312179,0.0000716029,0.0001299511,0.00008538326,0.00001197321],"category_scores_gemma":[0.0004564729,0.0001280299,0.0001370362,0.0002419146,0.0001818428,0.00009861885,0.00004238247,0.0002188779,0.00002305897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001698389,"about_ca_system_score_gemma":0.0003890508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001596703,"about_ca_topic_score_gemma":0.0002962705,"domain_scores_codex":[0.9982129,0.00005905797,0.0003732411,0.0003943341,0.0004963984,0.0004641208],"domain_scores_gemma":[0.9983214,0.0008608658,0.0001031284,0.0003367021,0.0002039266,0.0001739511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001975346,0.0006746552,0.982657,0.0002239372,0.0005685032,0.0002497875,0.0003523704,0.0002571096,0.0001507992,0.0001842954,0.0003389867,0.01236722],"study_design_scores_gemma":[0.01399315,0.004157172,0.7901895,0.0004624196,0.000864732,0.00005189301,0.0002232573,0.187814,0.0005580794,0.0005861461,0.0006766342,0.0004229867],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902345,0.00009600521,0.003622003,0.001103323,0.0001685557,0.003256232,0.0002486153,0.0002528472,0.001017949],"genre_scores_gemma":[0.9940751,0.000007476727,0.003945705,0.0001138367,0.00005174517,0.0007274331,0.0004558827,0.0000503121,0.0005725527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1924675,"threshold_uncertainty_score":0.5220908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04688907369917945,"score_gpt":0.3251112198427596,"score_spread":0.2782221461435802,"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."}}