{"id":"W3039162285","doi":"10.1158/2159-8290.cd-20-0174","title":"Toward a New Molecular Taxonomy of Diffuse Large B-cell Lymphoma","year":2020,"lang":"en","type":"review","venue":"Cancer Discovery","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury BC","funders":"","keywords":"Taxonomy (biology); Diffuse large B-cell lymphoma; Computational biology; Lymphoma; Molecular taxonomy; Identification (biology); Biology; Gene; Computer science; Immunology; Genetics; Phylogenetics; Ecology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00003722511,0.0005780701,0.002643221,0.0001148728,0.0000231778,0.0000433037,0.0002201654,0.0002465411,0.0001278121],"category_scores_gemma":[0.00002227382,0.0004209643,0.00129784,0.0003176806,0.00004515792,0.0001059687,0.0001615717,0.0001167918,0.00009113238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008151735,"about_ca_system_score_gemma":0.003698048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002841422,"about_ca_topic_score_gemma":0.000006423634,"domain_scores_codex":[0.9979993,0.00005068946,0.0006264994,0.0006246685,0.0003236408,0.0003752208],"domain_scores_gemma":[0.9985044,0.00006554888,0.0004400102,0.0006004951,0.00003702523,0.0003524946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004936061,0.002711904,0.0001754017,0.02493842,0.00124085,0.0008829975,0.00005909218,1.481907e-7,0.000002479458,0.0003164501,0.01199848,0.9576244],"study_design_scores_gemma":[0.008077693,0.0001727261,0.00003046037,0.0124477,0.004974126,0.00003639681,0.000017384,9.821906e-7,0.0002122015,0.0000087826,0.9736873,0.0003342588],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001838718,0.9947703,0.0001567814,0.0001683602,0.000313196,0.001626314,0.000610114,0.00003657228,0.002134528],"genre_scores_gemma":[0.001110528,0.9951526,0.0001486128,0.0004384697,0.0004057483,0.0009834178,0.0002816909,0.00009561901,0.001383309],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9616888,"threshold_uncertainty_score":0.9998242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05907620249061243,"score_gpt":0.3121201349230667,"score_spread":0.2530439324324543,"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."}}