{"id":"W2010995223","doi":"10.1097/jto.0b013e3181d35627","title":"Endobronchial Ultrasound-Guided Transbronchial Needle Aspiration for Lymph Node Staging in Patients with Non-small Cell Lung Cancer in Nonoperable Patients Pursuing Radiotherapy as a Primary Treatment","year":2010,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Radiology; Lymph node; Lung cancer; Lung cancer staging; Cancer staging; Radiation therapy; Mediastinum; Mediastinoscopy; Cancer; Oncology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003435437,0.0002821519,0.0008134051,0.0003307708,0.00007139762,0.0000312706,0.0001168185,0.000185467,0.00007321662],"category_scores_gemma":[0.00002595684,0.0002032915,0.0001601377,0.0001809976,0.00004156979,0.0002223352,0.00000839632,0.000314486,7.204682e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004657262,"about_ca_system_score_gemma":0.001515112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007212561,"about_ca_topic_score_gemma":0.001112898,"domain_scores_codex":[0.9981381,0.00009223857,0.0007475353,0.0002971495,0.0003009299,0.0004240463],"domain_scores_gemma":[0.9986887,0.0002027812,0.0005059086,0.0001776674,0.0002503096,0.0001746302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00649287,0.004737075,0.9319834,0.0001674308,0.0002142229,0.00004099186,0.002578678,0.001051696,0.002598811,0.000001757651,0.00009783061,0.05003526],"study_design_scores_gemma":[0.04116666,0.009197046,0.9424524,0.0003971609,0.0005377211,0.00003292687,0.00008948304,0.0002994885,0.004785395,0.000009312508,0.0008009177,0.0002315121],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957519,0.0002747099,0.0002014286,0.0005842888,0.0009460175,0.001710997,0.00003317926,0.00000778663,0.0004896949],"genre_scores_gemma":[0.9909888,0.0002171518,0.007456225,0.0004972567,0.0004206571,0.0002485358,0.00004578535,0.0000475976,0.00007797367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04980375,"threshold_uncertainty_score":0.9991637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009268921572571896,"score_gpt":0.3365860746532199,"score_spread":0.327317153080648,"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."}}