{"id":"W4328008237","doi":"10.1007/174_2022_375","title":"Benign Lymphoid Disorders","year":2023,"lang":"en","type":"book-chapter","venue":"Medical radiology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cégep de Rimouski","funders":"","keywords":"Lymphoid hyperplasia; Pathology; Immunophenotyping; Pseudolymphoma; Lymphoma; Lymphatic system; Hyperplasia; Lymphoproliferative disorders; Orbit (dynamics); Medicine; Polyclonal antibodies; Immunology; Antibody; Antigen","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":[0.0002309001,0.0003933387,0.001014723,0.000184692,0.00005991918,0.000005160589,0.0001833121,0.001208434,0.006313378],"category_scores_gemma":[0.0003968968,0.000291979,0.0003773258,0.00003576373,0.0004431875,0.00001087314,0.000104736,0.0003743645,0.003452076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002834217,"about_ca_system_score_gemma":0.0005963857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000563209,"about_ca_topic_score_gemma":0.00009348683,"domain_scores_codex":[0.997852,0.00002931275,0.0004489377,0.000611098,0.0006247681,0.0004338279],"domain_scores_gemma":[0.998264,0.0005066059,0.000108929,0.0004905546,0.00003491706,0.0005950275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002320707,0.0003434129,0.008990342,0.000205574,0.002037935,0.007683767,0.0001093686,7.969044e-7,0.000003655159,0.3343444,0.3195329,0.3265159],"study_design_scores_gemma":[0.003654954,0.0008334107,0.003523217,0.0003762794,0.0004730761,0.001691442,0.00000676993,0.00003519054,0.000004929034,0.01918544,0.9698905,0.0003247666],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008506816,0.003752171,0.00003272586,0.01643843,0.001919932,0.0006145834,0.00005513369,0.0003636067,0.9759727],"genre_scores_gemma":[0.01715144,0.02306408,0.00009357046,0.005274617,0.001845778,0.0001483856,0.0009702608,0.0001915501,0.9512603],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6503577,"threshold_uncertainty_score":0.9999532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01701204596311766,"score_gpt":0.2660911322935057,"score_spread":0.249079086330388,"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."}}