{"id":"W4414152096","doi":"10.1080/10428194.2025.2537597","title":"XXI International Workshop on CLL 2025","year":2025,"lang":"en","type":"article","venue":"Leukemia & lymphoma/Leukemia and lymphoma","topic":"Linguistic Education and Pedagogy","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ibrutinib; Venetoclax; Chronic lymphocytic leukemia; Lymphoma; Phases of clinical research; Leukemia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003458158,0.0004621163,0.000429259,0.0004387939,0.0006655307,0.0005953854,0.0005579343,0.0002345457,0.002587776],"category_scores_gemma":[0.000361399,0.0004285584,0.0001823277,0.0001515831,0.000442924,0.0001957155,0.0001763678,0.0001377962,0.000503746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002715782,"about_ca_system_score_gemma":0.002286935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009764758,"about_ca_topic_score_gemma":0.0003579669,"domain_scores_codex":[0.997626,0.0001184746,0.0006090173,0.0007132425,0.0003896228,0.0005436424],"domain_scores_gemma":[0.998144,0.0006488935,0.0001799526,0.0005573784,0.0002578235,0.0002119934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006359817,0.0002154903,0.0007007974,0.00007569091,0.0002529093,0.00004760721,0.01471786,0.00002977898,0.00006281336,0.650976,0.1475374,0.1847477],"study_design_scores_gemma":[0.003635022,0.00006261542,0.004968904,0.0002488421,0.00007294059,0.00001844387,0.005747882,0.0009781881,0.0002448042,0.005171207,0.978378,0.00047314],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3943069,0.0006756134,0.00008364904,0.002772018,0.008225487,0.0002675899,0.00006339425,0.0002780831,0.5933273],"genre_scores_gemma":[0.8245305,0.0002545374,0.00008911846,0.008679965,0.002012133,0.00007512931,0.0001039224,0.00004158351,0.1642131],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8308406,"threshold_uncertainty_score":0.9998166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02811862909669171,"score_gpt":0.2908320198891648,"score_spread":0.2627133907924731,"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."}}