{"id":"W4405047616","doi":"10.1182/blood-2024-207584","title":"Clinical Approach to “Pathologically Ambiguous Follicular Lymphoma”: A Real-World Study","year":2024,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Medicine; Follicular lymphoma; Lymphoma; Referral; Cohort; Incidence (geometry); Internal medicine; Pediatrics; Pathology; Family 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":[0.00225308,0.0002990159,0.0004672196,0.002445922,0.000936178,0.001642107,0.0007547318,0.0007880113,0.002617185],"category_scores_gemma":[0.00927652,0.0003641324,0.0004907465,0.003818156,0.0009887165,0.00203345,0.001474503,0.0007229184,0.000510894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001125403,"about_ca_system_score_gemma":0.001015699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004044686,"about_ca_topic_score_gemma":0.003859961,"domain_scores_codex":[0.9974832,0.0007029888,0.0005367791,0.0005852617,0.000377681,0.00031415],"domain_scores_gemma":[0.9921819,0.00167013,0.004198615,0.0004172391,0.000885973,0.0006461146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006965578,0.00005319807,0.9978797,0.0000559368,0.00002390267,0.0003601829,0.0002795259,0.00001372483,0.00003653162,0.00004258553,0.0002232717,0.0009616899],"study_design_scores_gemma":[0.00003399287,0.0002466316,0.9890836,0.0001699436,0.00006872579,0.004510605,0.004146164,0.0002441148,0.00004938972,0.0001310303,0.001295365,0.00002056685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971659,0.001031489,0.0001273098,0.0001529395,0.000008792527,0.0001028715,0.0007132507,0.000003186879,0.0006942907],"genre_scores_gemma":[0.9985285,0.0004297351,0.0001363684,0.0001354912,0.00002629581,0.00007028056,0.0006337681,0.000002285229,0.00003726456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004044686,"threshold_uncertainty_score":0.01191562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.044821113352814,"score_gpt":0.3485662788225161,"score_spread":0.3037451654697021,"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."}}