{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002080648,0.0005109186,0.0004070443,0.0007159652,0.0001792269,0.0009371761,0.0003870593,0.0004267897,0.0009672458],"category_scores_gemma":[0.007136556,0.0002015179,0.0005776891,0.0003895474,0.0001770599,0.0004042748,0.000476587,0.000645144,0.0002827882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004283054,"about_ca_system_score_gemma":0.0003688257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001601397,"about_ca_topic_score_gemma":0.002043477,"domain_scores_codex":[0.9991471,0.0004342796,0.00005277269,0.0001376774,0.0001319181,0.00009623126],"domain_scores_gemma":[0.9957246,0.002207897,0.001328817,0.0003244066,0.0002093811,0.0002049487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001214355,0.0001058715,0.9745657,0.00001445828,0.000136383,0.00007254397,0.00003985068,0.008954787,0.0008037122,0.0001971664,0.0003879786,0.01350714],"study_design_scores_gemma":[0.0001480492,0.0009290862,0.8141872,0.00002454172,0.0003856718,0.0007152663,0.0001065408,0.1780755,0.002169046,0.00182013,0.001409248,0.00002959992],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957923,0.0002158699,0.002749335,0.0001078212,0.00000657286,0.00003145578,0.0002750742,0.00004865592,0.0007728838],"genre_scores_gemma":[0.9989727,0.00002878923,0.0005716413,0.0000151787,0.000005615215,0.00001110957,0.0002854723,0.000005169921,0.0001044684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002080648,"threshold_uncertainty_score":0.01100367,"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."}}