{"id":"W2560156880","doi":"10.1182/blood.v116.21.3803.3803","title":"The Multiple Myeloma Research Consortium (MMRC) Model: Reduced Time to Trial Activation and Improved Accrual Metrics.","year":2010,"lang":"en","type":"article","venue":"Blood","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Multiple myeloma; Accrual; Lenalidomide; Medicine; Oncology; Internal medicine; Accounting","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":[0.001662649,0.0001322974,0.000132207,0.0001274302,0.0003404108,0.0001531095,0.0004045313,0.0002663581,0.00001745985],"category_scores_gemma":[0.005415166,0.00009411823,0.0000543793,0.0002549312,0.0003111805,0.000006944204,0.000421436,0.0003789847,0.00005197227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008242327,"about_ca_system_score_gemma":0.0002780593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002054498,"about_ca_topic_score_gemma":0.00005279123,"domain_scores_codex":[0.9982906,0.00009227449,0.0003015758,0.0003179873,0.0004848486,0.0005127037],"domain_scores_gemma":[0.998589,0.0001937898,0.00005967444,0.0004818323,0.0003719784,0.0003036707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001603922,0.0001419101,0.00002812694,0.000008989236,0.00003849607,3.588953e-7,0.00005836382,0.000001403017,0.9800901,0.00001620755,0.002751587,0.01526057],"study_design_scores_gemma":[0.01121004,0.001234454,0.0004149004,0.000005221833,0.00001549737,0.000004980473,0.0001101832,0.007266861,0.9548985,0.0001288649,0.02451418,0.000196295],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960771,0.00004902055,0.0003548498,0.001165324,0.0001322007,0.000875852,0.00002223109,0.00001293271,0.001310508],"genre_scores_gemma":[0.9942668,0.00008233989,0.002320969,0.0001088715,0.0004793036,0.00008492789,0.00005375132,0.00001966526,0.00258335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02519154,"threshold_uncertainty_score":0.648285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03179164255915278,"score_gpt":0.3222439515670128,"score_spread":0.29045230900786,"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."}}