{"id":"W1986060736","doi":"10.1111/bjh.12880","title":"Lymphoma diagnosis at an academic centre: rate of revision and impact on patient care","year":2014,"lang":"en","type":"article","venue":"British Journal of Haematology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medical diagnosis; Medicine; Referral; Lymphoma; Follicular lymphoma; Biopsy; Pediatrics; Internal medicine; Radiology; 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":[0.01194314,0.0003330958,0.0007181978,0.002960199,0.0006557782,0.002353169,0.001343224,0.001177742,0.002061924],"category_scores_gemma":[0.1208258,0.0004214389,0.0008267873,0.002545104,0.0008851675,0.001617805,0.002224528,0.001189824,0.0005007784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002394118,"about_ca_system_score_gemma":0.001315269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005535036,"about_ca_topic_score_gemma":0.006162254,"domain_scores_codex":[0.9597998,0.0186511,0.004786945,0.003470242,0.01118857,0.002103226],"domain_scores_gemma":[0.826987,0.07421778,0.0701466,0.008095411,0.01465011,0.005903105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003001709,0.00005168068,0.9675946,0.0001261468,0.0001026702,0.0007759288,0.0008112486,0.0001743043,0.0002829264,0.0000522355,0.0005322107,0.02919596],"study_design_scores_gemma":[0.00001389909,0.0003426887,0.9871678,0.0002019767,0.0000867905,0.008034224,0.001533206,0.0008065918,0.0005404783,0.00007159913,0.001166619,0.00003410551],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897583,0.005912244,0.0005781045,0.000926715,0.00007298186,0.00004329698,0.0002361007,0.00004981232,0.002422455],"genre_scores_gemma":[0.9980769,0.0008652586,0.0004484555,0.0001944929,0.0000771315,0.0000108478,0.0001713182,0.00001706002,0.0001385502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01194314,"threshold_uncertainty_score":0.06316215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009490982908465806,"score_gpt":0.278075712845727,"score_spread":0.2685847299372612,"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."}}