{"id":"W2558706989","doi":"10.1182/blood.v110.11.2606.2606","title":"Gene Expression Model of Survival and Transformation in Follicular Lymphoma (FL): A Study by the LLMPP.","year":2007,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Bioconductor; Follicular lymphoma; Proportional hazards model; Survival analysis; Medicine; Oncology; Internal medicine; Biopsy; Gene expression profiling; Lymphoma; Gene expression; Gene; Biology; Genetics","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":[0.002457674,0.0007110057,0.0005723363,0.0006318375,0.0002517622,0.0007365503,0.0007310699,0.0005126206,0.001257978],"category_scores_gemma":[0.00344051,0.0003016266,0.00139498,0.0005173373,0.000339356,0.0003262463,0.0005072581,0.0009523877,0.0003590952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001293997,"about_ca_system_score_gemma":0.0006003423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009455761,"about_ca_topic_score_gemma":0.003061332,"domain_scores_codex":[0.9995352,0.0002606159,0.00001138517,0.0001185909,0.00004094462,0.00003312759],"domain_scores_gemma":[0.9973637,0.002101577,0.000171793,0.0001478974,0.000136397,0.00007866519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.002986232,0.0006438313,0.4215095,0.0003073179,0.001970416,0.0009869123,0.000387114,0.4959804,0.01129659,0.001688992,0.003860531,0.05838213],"study_design_scores_gemma":[0.00008388411,0.0006144017,0.05336507,0.00001830265,0.0003184579,0.0003116628,0.0000884237,0.9401585,0.001931645,0.001746421,0.001335455,0.00002772257],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768537,0.000544869,0.0199501,0.0002467947,0.00001448516,0.00005173839,0.001735306,0.0001802386,0.0004228328],"genre_scores_gemma":[0.9891943,0.0001901232,0.006048694,0.00008229914,0.00001946175,0.0001373546,0.003504129,0.00007389838,0.0007497101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009455761,"threshold_uncertainty_score":0.01880145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.016335822115357,"score_gpt":0.2567940117152068,"score_spread":0.2404581895998498,"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."}}