{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005610752,0.000314103,0.0005411222,0.002479768,0.0006059943,0.001171164,0.0009747465,0.000627035,0.0007995169],"category_scores_gemma":[0.01771937,0.0004581021,0.0007242413,0.002575708,0.0005795333,0.0006761489,0.001062025,0.000480818,0.0002437141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008797668,"about_ca_system_score_gemma":0.0005915941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01084125,"about_ca_topic_score_gemma":0.008260598,"domain_scores_codex":[0.9935238,0.002807292,0.0007958584,0.001255165,0.001280948,0.0003368932],"domain_scores_gemma":[0.9737526,0.006715746,0.01258623,0.002159604,0.003584381,0.001201431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007838399,0.000009437857,0.9993547,0.000008986328,0.0000648672,0.00001557508,0.00007791944,0.00001391003,0.00003930967,0.000004040613,0.00002991203,0.0003030386],"study_design_scores_gemma":[0.000009078857,0.0001212052,0.9988237,0.00001601384,0.0001012168,0.0001956751,0.0003510074,0.0001632479,0.00006929504,0.00000863643,0.0001359293,0.000004954143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980494,0.0006890967,0.0002240086,0.00003833059,0.000004700109,0.00002663997,0.0005716112,0.000006498583,0.0003895993],"genre_scores_gemma":[0.9993843,0.0001112349,0.00009722957,0.00002104346,0.000006019365,0.00001777605,0.0003323877,0.000003735521,0.00002621815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01084125,"threshold_uncertainty_score":0.02967286,"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."}}