{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004214319,0.002051875,0.01119845,0.004078853,0.0004254587,0.002179546,0.001741101,0.001648631,0.00281288],"category_scores_gemma":[0.01368954,0.001129475,0.01960779,0.005612061,0.0007895638,0.001546228,0.001348556,0.001344017,0.0002808159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001286714,"about_ca_system_score_gemma":0.001981044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007684179,"about_ca_topic_score_gemma":0.0268659,"domain_scores_codex":[0.9969796,0.0009499414,0.001082142,0.0005253959,0.0003289735,0.0001339946],"domain_scores_gemma":[0.9923958,0.005545455,0.001319837,0.0002182824,0.0004198783,0.0001009409],"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":[0.001411489,0.00003463727,0.009571603,0.5101507,0.4587004,0.000163819,0.0001336501,0.0003755394,0.0004214085,0.0001229897,0.0008118001,0.01810197],"study_design_scores_gemma":[0.0004828722,0.0001306088,0.009486756,0.027364,0.9602627,0.0001615623,0.0001027512,0.0001151129,0.0001086761,0.0001452319,0.001599719,0.00004002545],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004744854,0.9945022,0.0001899379,0.00006553578,0.00006558054,0.00005171009,0.0002813959,0.000008811971,0.00009004563],"genre_scores_gemma":[0.1289164,0.8683462,0.001000431,0.0005862379,0.0001899144,0.0002178477,0.0005046891,0.00001957336,0.0002186776],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01119845,"threshold_uncertainty_score":0.02228773,"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."}}