{"id":"W3175217849","doi":"10.1080/10428194.2021.1941936","title":"Impact of initial biopsy type on the time to final diagnostic biopsy in patients with follicular lymphoma and suspected histologic transformation","year":2021,"lang":"en","type":"article","venue":"Leukemia & lymphoma/Leukemia and lymphoma","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"National Cancer Institute","keywords":"Biopsy; Medicine; Radiology; Follicular lymphoma; Fine-needle aspiration; Lymphoma; Positron emission tomography; Gold standard (test); Pathology","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":[0.001243305,0.0001785779,0.0003834645,0.0005381118,0.0004626335,0.001039798,0.0003488254,0.0004534467,0.001893822],"category_scores_gemma":[0.01417213,0.000184154,0.0005280516,0.0004765847,0.0003065521,0.0006389834,0.0003716009,0.0008294149,0.0002547403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006824073,"about_ca_system_score_gemma":0.0006243245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003524468,"about_ca_topic_score_gemma":0.004337838,"domain_scores_codex":[0.9988977,0.000412535,0.0001296614,0.0001296839,0.0001734345,0.0002570518],"domain_scores_gemma":[0.9887129,0.00629799,0.002469729,0.0002762061,0.0006709372,0.001572287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0011513,0.00008138433,0.9922849,0.000009125488,0.00003343655,0.0005750625,0.0000639561,0.000160795,0.0003155734,0.00002340679,0.0001487794,0.005152208],"study_design_scores_gemma":[0.00004123798,0.000699574,0.9933849,0.00003538727,0.0001037148,0.002886509,0.0006070065,0.001338155,0.00044441,0.0000723093,0.0003721145,0.0000147342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977238,0.0008986383,0.0001410821,0.0001423727,0.00002287809,0.000008734622,0.00006668976,0.000006671117,0.0009891556],"genre_scores_gemma":[0.9996498,0.00008862563,0.00007518297,0.00004100015,0.00001600796,0.000003356014,0.00007203158,0.000003151081,0.00005102546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003524468,"threshold_uncertainty_score":0.007007957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01065069518265316,"score_gpt":0.2502705174992975,"score_spread":0.2396198223166443,"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."}}