{"id":"W2000888257","doi":"10.1164/rccm.201208-1407le","title":"Assessment of Endobronchial Ultrasound-guided Transbronchial Needle Aspiration Performance","year":2013,"lang":"en","type":"letter","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Medicine; Endobronchial ultrasound; Radiology; Ultrasound; Medical physics; Bronchoscopy","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":[0.001298713,0.000439342,0.0005190641,0.0008944503,0.0007532462,0.001183942,0.0009658515,0.002911629,0.00177864],"category_scores_gemma":[0.008620379,0.000173539,0.0004071778,0.0004173474,0.000865611,0.001284271,0.0004574266,0.001904096,0.0009676901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001077415,"about_ca_system_score_gemma":0.00105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00309421,"about_ca_topic_score_gemma":0.005161687,"domain_scores_codex":[0.9986852,0.0003492565,0.0001833132,0.0001081264,0.0004670609,0.0002070618],"domain_scores_gemma":[0.9969361,0.00104438,0.0002354537,0.0001292234,0.001069016,0.0005858239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001085587,0.0004745228,0.6754355,0.0002606127,0.0001083805,0.1988904,0.001542318,0.0008665565,0.01851024,0.002474684,0.02797569,0.07237545],"study_design_scores_gemma":[0.0001115866,0.002743236,0.4413092,0.0007588477,0.0002914807,0.4626327,0.004627326,0.01916135,0.01555723,0.004701845,0.04794608,0.0001590851],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7587571,0.01284881,0.006981769,0.1040949,0.002464841,0.0002687401,0.0003634312,0.000266709,0.1139537],"genre_scores_gemma":[0.9857783,0.001273964,0.002387376,0.006718879,0.0009433567,0.00002906458,0.00009548878,0.00001752365,0.002755933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00309421,"threshold_uncertainty_score":0.007817209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0237687140502613,"score_gpt":0.3280815444228889,"score_spread":0.3043128303726276,"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."}}