{"id":"W2464635942","doi":"10.1182/blood-2016-05-717355","title":"Clinicogenetic risk models predict early progression of follicular lymphoma after first-line immunochemotherapy","year":2016,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":229,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"National Cancer Institute","keywords":"Follicular lymphoma; Medicine; Oncology; Lymphoma; Internal medicine","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":[0.0001290565,0.0002033175,0.0003795856,0.00006529607,0.00004098321,0.000008487491,0.00008880546,0.0001342301,0.00009782546],"category_scores_gemma":[0.00003232452,0.000111889,0.000255046,0.0000975464,0.00007760027,0.00006438782,0.00004079682,0.00002687566,0.00003748494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004210686,"about_ca_system_score_gemma":0.00008023266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004792936,"about_ca_topic_score_gemma":0.000005369765,"domain_scores_codex":[0.9986523,0.00004242228,0.0004084128,0.0003248127,0.0003218951,0.0002501215],"domain_scores_gemma":[0.9989216,0.00009143355,0.000182763,0.0005710991,0.0001008736,0.000132245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008201386,0.005613323,0.8566529,0.00005453493,0.0006019725,0.0001143916,0.0001681992,0.000002229086,0.002048482,0.00001799449,0.00004898497,0.1338569],"study_design_scores_gemma":[0.03535541,0.003155389,0.8054065,0.001027509,0.000994356,0.00005258967,0.000004925584,0.00007563477,0.1525184,0.0005497572,0.0006764077,0.0001830809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912035,0.007299622,0.0001912481,0.0002929703,0.00006348812,0.0006337918,0.00006203358,0.00005390224,0.0001994046],"genre_scores_gemma":[0.993082,0.004909504,0.00138379,0.00006805955,0.0001191634,0.0002511937,0.000007645315,0.00003723686,0.0001413442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1504699,"threshold_uncertainty_score":0.4562702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01141521760962157,"score_gpt":0.2552736184447872,"score_spread":0.2438584008351656,"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."}}