{"id":"W4238849000","doi":"10.1038/sj.modpathol.3801039","title":"Infections","year":2008,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; University of Toronto","funders":"","keywords":"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":[],"consensus_categories":[],"category_scores_codex":[0.00001943156,0.00005692083,0.000123537,0.00004310054,0.00007180248,0.000001182539,0.00001501891,0.00005290882,0.00009476361],"category_scores_gemma":[0.00001694729,0.00004476095,0.00005202064,0.00004110756,0.00005367803,0.00001576865,0.00001407932,0.00003805799,0.0002782692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004077067,"about_ca_system_score_gemma":0.00003888589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001735874,"about_ca_topic_score_gemma":0.00000614825,"domain_scores_codex":[0.9996163,0.00001404089,0.00007313454,0.0001320873,0.00004868043,0.0001157998],"domain_scores_gemma":[0.9997256,0.00001757601,0.00001417399,0.0001664737,0.0000229262,0.00005320372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002281347,0.001158114,0.9758257,0.0000063667,0.00004374789,0.004082734,0.0006272747,0.00001357344,0.002190748,0.0007693664,0.002984508,0.01227503],"study_design_scores_gemma":[0.001811515,0.0004630398,0.9763646,0.000005838024,0.00005279567,0.01004017,0.000005572349,0.0002224195,0.001906036,0.0007613126,0.008298503,0.00006822343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811568,0.000276924,0.0008459173,0.0007450233,0.00009492152,0.00009491417,0.000002686506,0.00006924631,0.01671353],"genre_scores_gemma":[0.9973717,0.0001308809,0.0004284684,0.0007214074,0.00005589396,0.00004572108,0.00001116889,0.000007050792,0.001227664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0162149,"threshold_uncertainty_score":0.357668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02883275490501182,"score_gpt":0.2693312317826026,"score_spread":0.2404984768775908,"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."}}