{"id":"W4400898001","doi":"10.46989/001c.121371","title":"The EMMY longitudinal, cohort study: real-world data to describe multiple myeloma management and outcomes as more therapeutic options emerge","year":2024,"lang":"en","type":"article","venue":"Clinical Hematology International","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital","funders":"","keywords":"Medicine; Multiple myeloma; Longitudinal study; Cohort; Medical record; Longitudinal data; Intensive care medicine; Internal medicine; Demography; Pathology","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":[0.0009220284,0.0001936687,0.0004221712,0.0001986993,0.0002007079,0.0001034779,0.0005277153,0.00005650522,0.0001713256],"category_scores_gemma":[0.0006169674,0.0001207851,0.0001145735,0.0002171486,0.0003279343,0.0001024251,0.0007609038,0.0003272965,0.0003161573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007432261,"about_ca_system_score_gemma":0.00006509947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002143125,"about_ca_topic_score_gemma":0.001399084,"domain_scores_codex":[0.9976128,0.0001429333,0.0006495041,0.0007634753,0.000508446,0.0003227889],"domain_scores_gemma":[0.9969618,0.001722045,0.00006097764,0.0008722128,0.0001190566,0.0002639549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003337292,0.000717895,0.9615046,0.00002363458,0.003542895,0.0009478503,0.00004843282,4.2073e-7,0.000001025074,0.01071297,0.007341484,0.01482508],"study_design_scores_gemma":[0.00139785,0.0002774022,0.9734169,0.00006144665,0.000272604,0.0001104797,0.0002783365,0.002298652,0.000002736688,0.0004575182,0.02132653,0.00009957424],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660082,0.0005730334,0.0001917531,0.02789678,0.001134146,0.001808893,0.00009363656,0.0001287937,0.002164722],"genre_scores_gemma":[0.9879162,0.0009186367,0.001031043,0.000528038,0.0001257194,0.0002979997,0.0002184108,0.00002571918,0.008938222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02736874,"threshold_uncertainty_score":0.4925472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2029713314117292,"score_gpt":0.5076096884930626,"score_spread":0.3046383570813335,"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."}}