{"id":"W4312210538","doi":"10.1002/cncy.22676","title":"Small volume biopsy diagnostic yield at initial diagnosis versus recurrence/transformation of follicular lymphoma: A retrospective Cyto‐Heme Interinstitutional Collaborative study","year":2022,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"National Center for Advancing Translational Sciences; National Cancer Institute; Memorial Sloan-Kettering Cancer Center","keywords":"Medicine; Biopsy; Retrospective cohort study; Follicular lymphoma; Radiology; Lymphoma; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002327839,0.0002851893,0.0006561694,0.0002146411,0.0003421035,0.000012003,0.0001609063,0.00009559256,0.001022405],"category_scores_gemma":[0.0004111363,0.0002737523,0.0001722808,0.0006328645,0.0002497936,0.00009980163,0.0002225047,0.0001460506,0.00002420501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002686341,"about_ca_system_score_gemma":0.0006240652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004393602,"about_ca_topic_score_gemma":0.0004526419,"domain_scores_codex":[0.9979857,0.0002003272,0.0005245099,0.0005408003,0.0004092901,0.0003394401],"domain_scores_gemma":[0.998643,0.0003167642,0.0002653868,0.0003287135,0.0003193661,0.0001267385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00353556,0.003863174,0.9764485,0.00006309727,0.0004524894,0.001923182,0.006257572,0.0001289421,0.0004330974,0.0009438382,0.0007104629,0.005240102],"study_design_scores_gemma":[0.01731683,0.009472936,0.9579192,0.0001203648,0.0008547686,0.0004616439,0.002935394,0.00004667035,0.005572404,0.00006506866,0.00487072,0.0003639936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992109,0.00151974,0.0000619689,0.0008059951,0.001638763,0.001744046,0.001093339,0.00005236927,0.0009747881],"genre_scores_gemma":[0.9926676,0.0003773027,0.00009724591,0.0001533111,0.0001550714,0.006273851,0.0001989823,0.0000216826,0.0000550231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01852928,"threshold_uncertainty_score":0.9999714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04119476447730661,"score_gpt":0.3054421268222656,"score_spread":0.264247362344959,"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."}}