{"id":"W1965816195","doi":"10.1097/jto.0b013e31824cbafa","title":"Vascular Image Patterns of Lymph Nodes for the Prediction of Metastatic Disease During EBUS-TBNA for Mediastinal Staging of Lung Cancer","year":2012,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":110,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Radiology; Hilum (anatomy); Metastasis; Lymph; Blood flow; Lung; Lung cancer; Cancer; Ultrasound; Nuclear medicine; Pathology; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001167102,0.0004056068,0.0002695311,0.001915844,0.000199213,0.0008468066,0.0003353962,0.0005192017,0.001010309],"category_scores_gemma":[0.004749318,0.0002389813,0.0002737347,0.0006448636,0.0003665796,0.0008274695,0.0003031468,0.0003883633,0.0002765845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002101234,"about_ca_system_score_gemma":0.0002701755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009852627,"about_ca_topic_score_gemma":0.002061334,"domain_scores_codex":[0.9997161,0.0001121362,0.00004175345,0.00002960977,0.00005739123,0.00004302899],"domain_scores_gemma":[0.9987908,0.0005898012,0.0001585805,0.00006054575,0.0002263756,0.0001739165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002254412,0.00007030376,0.9347462,0.0001149755,0.00006218294,0.001196804,0.0001209236,0.0009096856,0.02214607,0.0001071833,0.0001980271,0.0380732],"study_design_scores_gemma":[0.00004740635,0.001007037,0.950806,0.00009790604,0.0004483143,0.005511195,0.0004998661,0.02569852,0.01442483,0.0003810255,0.001045423,0.00003252301],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940894,0.001406978,0.002718925,0.00006849806,0.00003078687,0.0000409959,0.0001476313,0.00003201066,0.001464883],"genre_scores_gemma":[0.9976427,0.0004390967,0.001645226,0.00001088746,0.00002044063,0.00001287118,0.00006718801,0.000005494443,0.0001559902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001915844,"threshold_uncertainty_score":0.006172299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0281737362456996,"score_gpt":0.4158872460211346,"score_spread":0.3877135097754351,"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."}}