{"id":"W2974872597","doi":"10.1182/blood-2018-99-113515","title":"Evaluation of Unexplained Lymphadenopathy and Suspected Lymphoma in a Lymphoma Rapid Diagnostic Clinic","year":2018,"lang":"en","type":"article","venue":"Blood","topic":"Lymphadenopathy Diagnosis and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Medical diagnosis; Lymphoma; Lymph node; Retrospective cohort study; Biopsy; Exact test; Follicular lymphoma; Radiology; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009446479,0.0002023275,0.0002477487,0.001475549,0.0009674983,0.000993619,0.0007249521,0.0003948213,0.00334172],"category_scores_gemma":[0.003190691,0.0002803887,0.0001911593,0.001103007,0.0006134473,0.0005318495,0.001116233,0.0005662261,0.0002510376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001401689,"about_ca_system_score_gemma":0.002016772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008962372,"about_ca_topic_score_gemma":0.01787105,"domain_scores_codex":[0.9987783,0.0003508983,0.0001715995,0.0001696149,0.0002349163,0.000294727],"domain_scores_gemma":[0.99555,0.00103767,0.001909412,0.00008306319,0.0004872776,0.0009325784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001157204,0.0001862635,0.9862015,0.0001045465,0.00001212587,0.00837482,0.0005670292,0.00006124327,0.0006874497,0.00003504036,0.0006184582,0.003035746],"study_design_scores_gemma":[0.00003721949,0.001011488,0.9691844,0.0001472192,0.00003239661,0.02300043,0.003954253,0.0005032595,0.0005566675,0.00004833918,0.001508354,0.00001599948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996646,0.0004300491,0.0001627137,0.0002022355,0.00001493724,0.0001463311,0.0002384008,0.00001591371,0.002143471],"genre_scores_gemma":[0.9991484,0.0001381645,0.000275327,0.0001346228,0.00001800843,0.00002450709,0.0001281413,0.000002241949,0.0001306792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008962372,"threshold_uncertainty_score":0.01782042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02350654506782014,"score_gpt":0.2927009437459048,"score_spread":0.2691943986780847,"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."}}