{"id":"W2118477722","doi":"10.3816/clm.2009.n.038","title":"Biomarkers and Prognosis in Malignant Lymphomas","year":2009,"lang":"en","type":"article","venue":"Clinical Lymphoma & Myeloma","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"Boehringer Ingelheim","keywords":"Hematology; Lymphoma; Medicine; Internal medicine; Follicular lymphoma; Oncology; Hodgkin lymphoma; Mantle cell lymphoma; Pathology","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":[0.0008771268,0.0003785287,0.0006204235,0.001489232,0.0003668605,0.001441703,0.0003042548,0.0007583459,0.0008520404],"category_scores_gemma":[0.004207365,0.000205332,0.0002464005,0.001831826,0.0002753904,0.000825164,0.0003353402,0.0006580421,0.000332525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004548132,"about_ca_system_score_gemma":0.0003880297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007637551,"about_ca_topic_score_gemma":0.0006470966,"domain_scores_codex":[0.9995888,0.0001396819,0.00006613301,0.00003992545,0.00009964363,0.00006585527],"domain_scores_gemma":[0.9981438,0.0005081527,0.000788387,0.00007452246,0.0002783051,0.0002068531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007082899,0.00006930747,0.9704133,0.00008113567,0.0001210995,0.0002996555,0.00004483045,0.0002494873,0.001067516,0.0002482441,0.00103647,0.02566052],"study_design_scores_gemma":[0.00005123057,0.0004702968,0.9823104,0.0001387268,0.0003735026,0.002723889,0.0002499567,0.001584322,0.002530613,0.002008961,0.007531078,0.00002689059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9171807,0.07335748,0.000846551,0.00252566,0.0002986905,0.00002282438,0.0008799867,0.00006072423,0.004827421],"genre_scores_gemma":[0.9929897,0.005332062,0.0003829179,0.0001539374,0.0002507513,0.00001241675,0.0004666412,0.000004828727,0.0004068237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001489232,"threshold_uncertainty_score":0.004638731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03254349185276462,"score_gpt":0.3377021487856171,"score_spread":0.3051586569328524,"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."}}