{"id":"W4310273448","doi":"10.1038/s41375-022-01762-3","title":"Diagnostics in Waldenström’s macroglobulinemia: a consensus statement of the European Consortium for Waldenström’s Macroglobulinemia","year":2022,"lang":"en","type":"article","venue":"Leukemia","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Janssen Pharmaceuticals; Bristol-Myers Squibb Canada; Janssen Biotech; Associazione Italiana per la Ricerca sul Cancro; Sanofi; Meso Scale Diagnostics; AbbVie; Pfizer; Novartis Pharmaceuticals Corporation; Gilead Foundation; Celgene; Bayer; Celltrion Healthcare; European Hematology Association; AstraZeneca; Takeda Pharmaceuticals U.S.A.; Amgen; Roche","keywords":"Waldenstrom macroglobulinemia; Macroglobulinemia; Medicine; Immunology; Multiple myeloma; Lymphoma","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08805352,0.001515333,0.002711905,0.006939861,0.002424935,0.005177578,0.007242405,0.01172325,0.0009230294],"category_scores_gemma":[0.06518154,0.001035024,0.004017537,0.003885305,0.005329465,0.003025186,0.006085618,0.01250735,0.001618302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004492524,"about_ca_system_score_gemma":0.02270842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01195293,"about_ca_topic_score_gemma":0.009531858,"domain_scores_codex":[0.9463875,0.02256457,0.01553645,0.002032141,0.01048295,0.002996323],"domain_scores_gemma":[0.9090798,0.02544966,0.007919332,0.003069694,0.04749278,0.006988773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005252105,0.0003751669,0.02006519,0.006822417,0.000472043,0.002920544,0.002901225,0.003022966,0.007716157,0.02641805,0.4679129,0.4608481],"study_design_scores_gemma":[0.0002383696,0.0002825374,0.02064629,0.024322,0.0006840618,0.00488594,0.002786417,0.002592692,0.004855763,0.01750758,0.920948,0.0002502477],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01340279,0.2203868,0.0525692,0.6590106,0.02755043,0.001923308,0.001582885,0.0005778716,0.02299604],"genre_scores_gemma":[0.1496882,0.231665,0.3012281,0.2632474,0.02331435,0.005343504,0.010872,0.0007568473,0.01388452],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08805352,"threshold_uncertainty_score":0.4656771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02063022136169535,"score_gpt":0.2905239248903885,"score_spread":0.2698937035286932,"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."}}