{"id":"W2555526897","doi":"10.1182/blood.v118.21.1024.1024","title":"The Multiple Myeloma Research Consortium (MMRC): Accelerated Start up and Accrual Metrics Speeds Drug Development","year":2011,"lang":"en","type":"article","venue":"Blood","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Medicine; Biosimilar; Clinical trial; Receipt; Family medicine; Internal medicine; Computer science","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":[0.002165928,0.0001627202,0.0002244279,0.0001452958,0.0006803042,0.00005177668,0.0003373952,0.0002367884,0.0003585481],"category_scores_gemma":[0.0006836309,0.000101113,0.0000434196,0.0004874807,0.0006546691,0.00005184701,0.0003085453,0.0005348767,0.0001242446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001836513,"about_ca_system_score_gemma":0.0001335014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006226346,"about_ca_topic_score_gemma":0.0001404097,"domain_scores_codex":[0.9980682,0.0005745234,0.0003378025,0.0003314069,0.00009146789,0.0005966593],"domain_scores_gemma":[0.9985172,0.0008221873,0.00006362639,0.0002893317,0.0002440874,0.0000635797],"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":[0.00196241,0.003431212,0.2742639,0.0001151885,0.003821044,0.0001130692,0.0103534,6.323875e-8,0.3961493,0.008567308,0.06375077,0.2374723],"study_design_scores_gemma":[0.002030188,0.0001367105,0.07153375,0.00001353857,0.00007235748,0.00003560198,0.00108148,0.000003502079,0.7731705,0.0003003431,0.1514055,0.0002164545],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887266,0.005294336,0.0000519865,0.0005084325,0.0005453987,0.0003610108,0.00001838079,0.00006089363,0.004433033],"genre_scores_gemma":[0.9896824,0.0002741874,0.003479825,0.0001325022,0.00002954156,0.00002035201,0.00001023032,0.00001540871,0.006355573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3770213,"threshold_uncertainty_score":0.5232419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1733591990452234,"score_gpt":0.3415105808589491,"score_spread":0.1681513818137257,"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."}}