{"id":"W3148446124","doi":"10.1182/blood.v130.suppl_1.419.419","title":"A Simulation Analysis to Evaluate the Effect of Prospective Biomarker Testing on Progression-Free Survival (PFS) in DLBCL","year":2017,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Randomization; Population; Internal medicine; Oncology; Prospective cohort study; Biomarker; Clinical trial; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.008724282,0.001058336,0.001597636,0.0009429461,0.0004764611,0.00077433,0.001212912,0.001251527,0.003796342],"category_scores_gemma":[0.02427983,0.0005762337,0.002276695,0.0007002772,0.0007020513,0.0005658797,0.000870365,0.001907155,0.0002129759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002097355,"about_ca_system_score_gemma":0.001859131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01065043,"about_ca_topic_score_gemma":0.004343726,"domain_scores_codex":[0.9971218,0.002234601,0.00007839794,0.0002200371,0.0001216697,0.0002234715],"domain_scores_gemma":[0.9346187,0.05994913,0.002299479,0.001058165,0.001194051,0.0008805004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004845979,0.0005700796,0.01537479,0.0001206108,0.0004983136,0.00008640494,0.00003437446,0.9700023,0.0003990709,0.00190556,0.0008665279,0.005295951],"study_design_scores_gemma":[0.0006068866,0.0008547025,0.001792116,0.00001915148,0.000169722,0.0000261137,0.00001699431,0.9950435,0.0002494178,0.0009858541,0.0002246069,0.00001084828],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577104,0.001381221,0.03348006,0.001097593,0.000126742,0.0005957664,0.001795866,0.0002280588,0.003584293],"genre_scores_gemma":[0.9920475,0.0002283567,0.005850116,0.0001577277,0.00002148428,0.0003332889,0.0006626089,0.00001531392,0.0006835844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01065043,"threshold_uncertainty_score":0.046139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03627030153549855,"score_gpt":0.3683797931621523,"score_spread":0.3321094916266538,"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."}}