{"id":"W2884928079","doi":"10.1097/01.cdr.0000544118.00228.5c","title":"CT Imaging of Primary Pulmonary Lymphoma","year":2018,"lang":"en","type":"article","venue":"Contemporary Diagnostic Radiology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria Hospital; Western University","funders":"","keywords":"Medicine; Lymphoma; Lymphoproliferative disorders; Lymphoproliferative disease; Radiology; Pathology; Disease; Lung; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002071673,0.0002620864,0.000789365,0.000180794,0.00007887543,0.000007504304,0.0001583925,0.00006638701,0.0001705914],"category_scores_gemma":[0.0006664964,0.0002143325,0.0001914534,0.0001891516,0.0006848428,0.0001146837,0.0000876514,0.00005886585,0.0001729611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001782413,"about_ca_system_score_gemma":0.0005277246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001962808,"about_ca_topic_score_gemma":0.000001774017,"domain_scores_codex":[0.9983297,0.0001245846,0.0005595576,0.0004630792,0.0001764902,0.0003465678],"domain_scores_gemma":[0.9973203,0.001542934,0.0002075455,0.0005757012,0.0001481961,0.000205328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002358965,0.0009016479,0.9115552,0.00008552407,0.0001919109,0.003979327,0.00008848101,2.226803e-7,0.0009545453,0.0006685804,0.03033452,0.05100416],"study_design_scores_gemma":[0.003774217,0.0008210473,0.9566281,0.0002361289,0.0001420165,0.004421891,0.00006032207,0.00007487166,0.00508553,0.0003706629,0.02817653,0.0002086341],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8912762,0.01590892,0.00005696567,0.001727015,0.0006506279,0.000641629,0.00003569623,0.0001026731,0.08960025],"genre_scores_gemma":[0.9961081,0.0003807753,0.0003063751,0.002122871,0.0004868862,0.0001004975,0.0001694892,0.00003383764,0.0002911453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1048319,"threshold_uncertainty_score":0.8740224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02054035993564415,"score_gpt":0.2559186222454788,"score_spread":0.2353782623098347,"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."}}