{"id":"W4310106214","doi":"10.1182/blood-2022-164610","title":"Identification of Genetic Subtypes in Follicular Lymphoma","year":2022,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre; University of British Columbia; BC Cancer Agency; Princess Margaret Cancer Centre; Kingston General Hospital; Jewish General Hospital; Spinal Cord Injury BC; Queen's University; University Health Network","funders":"","keywords":"Follicular lymphoma; Identification (biology); Lymphoma; Biology; Medicine; Computational biology; Genetics; Pathology; Immunology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007325843,0.0002924259,0.000446902,0.002268529,0.0004780844,0.0009856771,0.0005062516,0.0004506072,0.002591864],"category_scores_gemma":[0.002531875,0.000181711,0.0004926426,0.001735895,0.0003577776,0.0002791188,0.0006577192,0.0002838647,0.0007200928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009563458,"about_ca_system_score_gemma":0.0008873985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00869536,"about_ca_topic_score_gemma":0.00953442,"domain_scores_codex":[0.9991265,0.0001041888,0.00007708267,0.0003592725,0.0002262651,0.0001066811],"domain_scores_gemma":[0.9994318,0.0001307371,0.0001678444,0.00008205263,0.0001243732,0.0000631003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007351619,0.00006448238,0.869591,0.000243896,0.0002412374,0.0004491281,0.0004026853,0.003079416,0.03524264,0.000721942,0.00250325,0.08672508],"study_design_scores_gemma":[0.0001422784,0.0002727859,0.9324297,0.0001297491,0.0003913556,0.005857525,0.00073526,0.02276701,0.01549349,0.00640464,0.01532666,0.00004954755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984287,0.001260864,0.008436421,0.0001584633,0.0000112855,0.0001710197,0.003606477,0.000238722,0.001829798],"genre_scores_gemma":[0.9837692,0.0002658447,0.009116256,0.00008319381,0.00001483036,0.00009726444,0.006150985,0.00006401043,0.0004385348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00869536,"threshold_uncertainty_score":0.01728952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008740443350802804,"score_gpt":0.2338197209291604,"score_spread":0.2250792775783576,"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."}}