{"id":"W2059334385","doi":"10.1182/asheducation-2008.1.280","title":"Prognosis and Primary Therapy in Peripheral T-Cell Lymphomas","year":2008,"lang":"en","type":"article","venue":"Hematology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Peripheral; Oncology; Lymphoma; Internal medicine; Cancer research; Immunology","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":[],"consensus_categories":[],"category_scores_codex":[0.00003402812,0.000121189,0.0003529777,0.00006822921,0.00004338835,0.000003279965,0.00002792674,0.00009331552,0.00009962839],"category_scores_gemma":[0.000006737291,0.00009169752,0.0000452652,0.00008481073,0.0001027837,0.00003059691,0.00002051101,0.00004182408,0.00002206344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008329381,"about_ca_system_score_gemma":0.000102396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007088561,"about_ca_topic_score_gemma":0.00001052682,"domain_scores_codex":[0.9992862,0.00002928607,0.0001694771,0.0002244532,0.00008173058,0.0002089016],"domain_scores_gemma":[0.999686,0.0000493154,0.00003291664,0.0001343492,0.00001915961,0.00007826134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000126165,0.001074592,0.990748,0.00004661416,0.00002680073,0.001284005,0.0004297479,8.761824e-8,0.000431089,0.0003915202,0.001168177,0.004273129],"study_design_scores_gemma":[0.008711793,0.000566613,0.9657498,0.00003485891,0.00001607445,0.005058391,0.00004404222,0.00001659128,0.01417223,0.00007642278,0.005438437,0.0001147536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811764,0.008994424,0.000001203541,0.001026033,0.00004270366,0.0003286609,0.000001006263,0.00003560806,0.008394004],"genre_scores_gemma":[0.9941215,0.003677289,0.0006928388,0.00106457,0.00002136534,0.0001435237,0.00001038587,0.00001317153,0.0002553776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02499828,"threshold_uncertainty_score":0.3739316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0204543091390308,"score_gpt":0.2442660337133335,"score_spread":0.2238117245743027,"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."}}