{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1083589,0.0008182778,0.0009387544,0.001780084,0.0006460848,0.005763745,0.003220999,0.001679148,0.007548688],"category_scores_gemma":[0.1365544,0.0005940747,0.0008891099,0.00275247,0.0007772245,0.005002513,0.003470382,0.001480068,0.001399196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006508316,"about_ca_system_score_gemma":0.01694679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008179797,"about_ca_topic_score_gemma":0.008818303,"domain_scores_codex":[0.9327951,0.05574385,0.002355126,0.002713552,0.004792844,0.001599415],"domain_scores_gemma":[0.9070929,0.04630885,0.01773505,0.01211754,0.009376773,0.007368991],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.03281957,0.00605364,0.1338418,0.002499259,0.001586426,0.0002015528,0.0009466782,0.09279035,0.002113455,0.02877431,0.1387542,0.5596188],"study_design_scores_gemma":[0.03069362,0.04235348,0.1453314,0.001699442,0.002302722,0.001037707,0.0007355733,0.5681397,0.006863595,0.04515977,0.1550318,0.0006512581],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5098658,0.01276771,0.2407989,0.07082766,0.001791725,0.02969813,0.02069273,0.0132,0.1003574],"genre_scores_gemma":[0.8278105,0.0009881413,0.1507919,0.004162699,0.0004058887,0.007438271,0.004396392,0.0003488431,0.00365738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8916411,"threshold_uncertainty_score":0.5730634,"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."}}