{"id":"W2766618037","doi":"10.1016/j.chest.2017.08.1002","title":"Clinical Utility of Flexible 19G EBUS-TBNA Needle","year":2017,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Radiology; Lymph; Nuclear medicine; Mediastinal lymphadenopathy; Lung cancer; Mediastinum; Biopsy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00168856,0.0007461715,0.0005384081,0.001256853,0.0005378344,0.001514571,0.0006777682,0.001965351,0.004121932],"category_scores_gemma":[0.009914218,0.0002771999,0.0004493332,0.0006472814,0.0008486717,0.002011122,0.0005957223,0.0009067446,0.001522443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006651763,"about_ca_system_score_gemma":0.0007222294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002355787,"about_ca_topic_score_gemma":0.002806222,"domain_scores_codex":[0.9987985,0.00047824,0.0001222139,0.0001978888,0.0002795328,0.0001236602],"domain_scores_gemma":[0.9967821,0.001875072,0.0001771548,0.000194016,0.0006576985,0.0003139469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00402823,0.0002621808,0.5434344,0.0005955558,0.0001585907,0.09451621,0.0008898182,0.002069264,0.04173409,0.001614344,0.004711594,0.3059858],"study_design_scores_gemma":[0.0002869604,0.002707971,0.536736,0.001484427,0.001003822,0.3404095,0.003361468,0.03299002,0.04122537,0.006913685,0.03261231,0.0002685016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8413569,0.05813605,0.02126043,0.005909993,0.001011588,0.0002558915,0.0007027506,0.0005750153,0.07079143],"genre_scores_gemma":[0.9842195,0.004744214,0.007700885,0.001137026,0.0004274679,0.00002340095,0.000224694,0.00005908895,0.001463657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004121932,"threshold_uncertainty_score":0.01378924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1066614115155564,"score_gpt":0.4268699580895655,"score_spread":0.3202085465740091,"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."}}