{"id":"W4310096378","doi":"10.1182/blood-2022-157194","title":"FLIPI24: An Improved International Prognostic Model Developed on Early Events in Follicular Lymphoma","year":2022,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of British Columbia; University Health Network; Spinal Cord Injury BC","funders":"","keywords":"Medicine; Follicular lymphoma; Bendamustine; Oncology; Internal medicine; Proportional hazards model; Cohort; Rituximab; Lymphoma","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":[0.004057221,0.0009930823,0.0008718249,0.001304732,0.0003217891,0.001165605,0.001348845,0.00065391,0.002624967],"category_scores_gemma":[0.008116563,0.0002761916,0.001246668,0.000713992,0.0002905512,0.0005100945,0.00101397,0.001097821,0.0003781389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001046234,"about_ca_system_score_gemma":0.001805562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01104124,"about_ca_topic_score_gemma":0.006094837,"domain_scores_codex":[0.99932,0.0003600026,0.00003310413,0.0001283216,0.00007145176,0.00008710157],"domain_scores_gemma":[0.9977202,0.001392056,0.0003178262,0.0001011011,0.0003286627,0.0001401571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004852018,0.0001081064,0.03944553,0.00006086992,0.000338319,0.0002117972,0.00005841606,0.9098182,0.000456389,0.00280757,0.004723068,0.04148649],"study_design_scores_gemma":[0.00002634602,0.00007547552,0.001944862,0.00001247433,0.00003602534,0.00004156793,0.000007341459,0.9954945,0.00008684213,0.001622863,0.0006406779,0.00001113248],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4564217,0.001484469,0.5264391,0.001961817,0.0002847724,0.0004547444,0.00631781,0.001709722,0.004925797],"genre_scores_gemma":[0.9457137,0.0003190353,0.04716135,0.0001718283,0.0001187666,0.0004228268,0.003911404,0.00009770614,0.002083457],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01104124,"threshold_uncertainty_score":0.021954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01932055398222882,"score_gpt":0.2626529377360294,"score_spread":0.2433323837538006,"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."}}