{"id":"W2068794772","doi":"10.3109/10428194.2010.500046","title":"Prognostic biomarkers in malignant lymphomas","year":2010,"lang":"en","type":"review","venue":"Leukemia & lymphoma/Leukemia and lymphoma","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Lymphoma; Tumor microenvironment; Follicular lymphoma; Disease; Translational research; Chemokine; Medicine; Cancer research; Biology; Bioinformatics; Computational biology; Immunology; Pathology; Immune system; Tumor cells","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","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0008851986,0.003176294,0.007173788,0.001985887,0.0004570466,0.0004143448,0.0009333069,0.003461533,0.0002277906],"category_scores_gemma":[0.0004381817,0.00252548,0.002032828,0.002160808,0.0008580633,0.0004008495,0.0006671454,0.0005819461,0.0006848402],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.02117475,"about_ca_system_score_gemma":0.01805799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002167826,"about_ca_topic_score_gemma":0.0003164668,"domain_scores_codex":[0.9889001,0.0004693237,0.003228923,0.003420253,0.001376129,0.002605225],"domain_scores_gemma":[0.9930441,0.001246253,0.00127926,0.002551301,0.0002247337,0.0016543],"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":[0.0002512107,0.000980831,0.004666354,0.01061345,0.001546848,0.005280631,0.0001921909,6.500521e-7,0.000009030572,0.0008200408,0.001808403,0.9738303],"study_design_scores_gemma":[0.0186505,0.0005971363,0.01760584,0.02799287,0.00564501,0.01315198,0.0001042834,0.0001367136,0.00005554665,0.0001507195,0.9134595,0.002449894],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03090759,0.9534929,0.000003636057,0.00009271821,0.001241252,0.004762304,0.0001984595,0.0004971212,0.008804011],"genre_scores_gemma":[0.008555663,0.9836282,0.0008514405,0.0005875276,0.0007776581,0.002466193,0.001168234,0.0005721247,0.001392989],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9713805,"threshold_uncertainty_score":0.9980965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02223881778500787,"score_gpt":0.2893704191402985,"score_spread":0.2671316013552906,"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."}}