{"id":"W2961236108","doi":"10.1016/j.immuni.2019.06.018","title":"Not All Lymph Nodes Are Created Equal","year":2019,"lang":"en","type":"letter","venue":"Immunity","topic":"Lymphadenopathy Diagnosis and Analysis","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Biology; Lymph; Computational biology; Virology; Pathology; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002894537,0.0004796354,0.001217557,0.0002801213,0.0001149057,0.00008223124,0.0004323712,0.001037125,0.001107146],"category_scores_gemma":[0.0003111214,0.0003912466,0.0005644626,0.0002496346,0.0001033279,0.00007679396,0.0001874977,0.001283537,0.001523689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003055267,"about_ca_system_score_gemma":0.0002043353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002334315,"about_ca_topic_score_gemma":0.00000684257,"domain_scores_codex":[0.9976394,0.0002825311,0.0004834618,0.0004533722,0.0006062435,0.0005349641],"domain_scores_gemma":[0.9974393,0.0004147649,0.000361234,0.001443163,0.0002560562,0.00008543044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005235467,0.000277623,0.02667712,0.0005487861,0.001134689,0.00116492,0.0001662608,0.000002109273,0.001343225,0.000003059879,0.9676645,0.0009653877],"study_design_scores_gemma":[0.003150079,0.0001947478,0.08267501,0.001305458,0.00309598,0.0001408984,0.0001843654,0.00007803312,0.002658312,0.0000257405,0.9055764,0.0009149562],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2430614,0.002712019,0.0000277433,0.7411843,0.0008134566,0.0006326243,0.000518117,0.0003435091,0.01070682],"genre_scores_gemma":[0.2001789,0.0003611722,0.0000498417,0.7782479,0.002265041,0.00003557203,0.002848229,0.0001104611,0.01590295],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06208804,"threshold_uncertainty_score":0.999854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04745402603171563,"score_gpt":0.2940651585670588,"score_spread":0.2466111325353432,"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."}}