{"id":"W2954674386","doi":"10.1007/s00234-019-02236-7","title":"Differentiation of lymphomatous, metastatic, and non-malignant lymphadenopathy in the neck with quantitative diffusion-weighted imaging: systematic review and meta-analysis","year":2019,"lang":"en","type":"review","venue":"Neuroradiology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Fonds de Recherche du Québec - Santé","keywords":"Medicine; Confidence interval; Meta-analysis; Effective diffusion coefficient; Cervical lymph nodes; Receiver operating characteristic; Subgroup analysis; Lymph; Radiology; Neuroradiology; Cervical lymphadenopathy; Malignancy; Area under the curve; Nuclear medicine; Oncology; Metastasis; Internal medicine; Pathology; Cancer; Magnetic resonance imaging; Neurology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005573835,0.0005215821,0.01244231,0.000438176,0.00005247862,0.00001465474,0.0001707506,0.00008077717,0.00001505044],"category_scores_gemma":[0.0002093203,0.0002241582,0.0006629218,0.000843701,0.000192014,0.00004583357,0.00007267019,0.0001828591,0.0000032982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003918785,"about_ca_system_score_gemma":0.0001389128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004889848,"about_ca_topic_score_gemma":0.00002848973,"domain_scores_codex":[0.9962818,0.001386744,0.001211446,0.0006022959,0.0002632694,0.0002544444],"domain_scores_gemma":[0.9968956,0.001301758,0.001002362,0.0006224632,0.0001146193,0.00006317758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00002494073,0.000125947,0.0003444317,0.945621,0.05231032,0.0001199189,0.0005808517,9.257886e-8,0.000001645717,0.0001647879,0.00006350751,0.0006426171],"study_design_scores_gemma":[0.0006673793,0.0005258807,0.0006945289,0.02783714,0.9677266,0.0009073953,0.0001235304,0.00008476184,2.600572e-7,0.00001021131,0.001184355,0.0002379917],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005765362,0.9951378,0.00004861843,0.0003956699,0.00002707727,0.003686014,0.00007515646,0.000009863263,0.00004328839],"genre_scores_gemma":[0.002975901,0.9954088,0.000130906,0.0007836896,0.00000621113,0.0005490883,0.0000727929,0.00003427968,0.00003828707],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9177838,"threshold_uncertainty_score":0.9140906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06785279560191096,"score_gpt":0.3464012326039069,"score_spread":0.2785484370019959,"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."}}