{"id":"W2616517681","doi":"10.1159/000475504","title":"Flexible 19-Gauge Endobronchial Ultrasound-Guided Transbronchial Needle Aspiration Needle: First Experience","year":2017,"lang":"en","type":"article","venue":"Respiration","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Toronto General Hospital; University Health Network","funders":"Merit Medical Systems; Health Research Board","keywords":"Medicine; Endobronchial ultrasound; Lymph node; Radiology; Sarcoidosis; Malignancy; Nuclear medicine; Biopsy; Mediastinal lymphadenopathy; Lung cancer staging; Lung cancer; Bronchoscopy; Mediastinoscopy; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001904772,0.0002464584,0.0003120179,0.00009490937,0.0009531082,0.0002690057,0.0001868327,0.0001483185,0.0003636987],"category_scores_gemma":[0.0002895203,0.0002172,0.0001570847,0.0000942371,0.0001279274,0.0005960445,0.00002614192,0.0001410298,0.00009846426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004635046,"about_ca_system_score_gemma":0.0002197969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001798866,"about_ca_topic_score_gemma":0.0007557519,"domain_scores_codex":[0.9982862,0.00003769598,0.0004138197,0.0004644387,0.0004649951,0.000332791],"domain_scores_gemma":[0.9985179,0.00006735494,0.000246645,0.0008322024,0.0001129268,0.0002230075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002143179,0.002731796,0.7666667,0.0006889667,0.0004773166,0.0001512464,0.0145258,0.0008063056,0.07642065,0.01706631,0.04677482,0.07154693],"study_design_scores_gemma":[0.01254978,0.003372846,0.6911867,0.0003760549,0.0004194019,0.0001654669,0.000283913,0.0005310079,0.1683106,0.0005868226,0.121501,0.0007164101],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736025,0.0003451987,0.001292263,0.002531943,0.0008533868,0.001133294,0.00002832192,0.000163918,0.02004922],"genre_scores_gemma":[0.99615,0.00009282816,0.0004873024,0.0007308836,0.001198075,0.0003173029,0.0001198943,0.00003163649,0.0008720519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09188996,"threshold_uncertainty_score":0.8857157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05371404164701451,"score_gpt":0.3489517219198415,"score_spread":0.295237680272827,"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."}}