{"id":"W2898895536","doi":"10.1016/j.lungcan.2018.10.020","title":"Ultrasonographic characteristics of lymph nodes as predictors of malignancy during endobronchial ultrasound (EBUS): A systematic review","year":2018,"lang":"en","type":"review","venue":"Lung Cancer","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; McMaster University; Impact","funders":"","keywords":"Medicine; Endobronchial ultrasound; Malignancy; Radiology; Lymph; Ultrasound; Bronchoscopy; Pathology","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"],"consensus_categories":[],"category_scores_codex":[0.0003124217,0.0007593991,0.006406287,0.0002708023,0.00006426907,0.0000169863,0.0003313617,0.0003178284,0.0003779819],"category_scores_gemma":[0.0003245683,0.0005285369,0.001472173,0.0006221276,0.0002136398,0.00006885026,0.00005634192,0.0002267464,0.00001674772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008481663,"about_ca_system_score_gemma":0.00103735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002510985,"about_ca_topic_score_gemma":0.00001107901,"domain_scores_codex":[0.9957327,0.0002094873,0.002254243,0.0006601927,0.0006917614,0.0004516508],"domain_scores_gemma":[0.9955327,0.0003699916,0.002430067,0.001123128,0.0003294655,0.0002146846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00002728642,0.0002501429,0.009826714,0.9836515,0.004264785,0.00002718082,0.00008854468,2.854942e-8,0.000003494401,0.00002849073,0.0003258609,0.001505928],"study_design_scores_gemma":[0.0007834656,0.0001490924,0.001997121,0.943647,0.04634431,0.0002226561,0.000006558788,2.525373e-7,0.00006088308,0.000001901834,0.006423963,0.0003628143],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002155306,0.9905404,0.000001355214,0.00001525162,0.0008822254,0.004987152,0.0009707973,0.00005255518,0.0003949238],"genre_scores_gemma":[0.002690241,0.9933,0.0000363441,0.00006226947,0.0006237211,0.002559811,0.0002402286,0.0001266941,0.0003606903],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04207953,"threshold_uncertainty_score":0.9997166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01349307036704882,"score_gpt":0.3220007676806405,"score_spread":0.3085076973135916,"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."}}