{"id":"W4386074452","doi":"10.1097/01.hs9.0000970600.40043.b8","title":"P924: TREATMENT PATTERNS OF TRIPLE-CLASS REFRACTORY (TCR) MULTIPLE MYELOMA (MM) ACROSS THE UNITED STATES (US), CANADA, AND WESTERN EUROPE: A REAL-WORLD OBSERVATIONAL CHART REVIEW STUDY","year":2023,"lang":"en","type":"article","venue":"HemaSphere","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Internal medicine; Refractory (planetary science); Multiple myeloma; Pediatrics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003342534,0.0003152655,0.0006020257,0.0000652025,0.0002052344,0.00002531554,0.0001545656,0.0000398029,0.0001971612],"category_scores_gemma":[0.0002057018,0.0001968577,0.00008398454,0.0007540553,0.00008008623,0.00007054484,0.0001331945,0.0001810864,0.00003286461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000319735,"about_ca_system_score_gemma":0.0005045729,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3924131,"about_ca_topic_score_gemma":0.7832732,"domain_scores_codex":[0.9975597,0.0002309793,0.0005360613,0.0004298563,0.0007380804,0.0005053492],"domain_scores_gemma":[0.9980757,0.0005137555,0.0001952558,0.0006339857,0.0002973741,0.0002839619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002778071,0.0005574554,0.986479,0.000698376,0.0004929728,0.0005864354,0.000696496,0.000005604952,0.00006319829,0.000009828792,0.004824427,0.005308383],"study_design_scores_gemma":[0.004358725,0.0007590537,0.9176617,0.0007305217,0.000137145,0.00001544072,0.0007663649,0.0002979471,0.0001286698,0.000002642877,0.07499481,0.0001469903],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938963,0.0009090441,9.518878e-7,0.00196768,0.00006510081,0.002167134,0.0005381789,0.00007066639,0.0003849303],"genre_scores_gemma":[0.9403481,0.008534027,0.00001957414,0.0006586087,0.00007204428,0.0003220489,0.001386629,0.00006066477,0.04859827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3908601,"threshold_uncertainty_score":0.8027624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0849770091517209,"score_gpt":0.3553121667617929,"score_spread":0.270335157610072,"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."}}