{"id":"W2760871144","doi":"10.1159/000480154","title":"A Preclinical Evaluation Comparing the Performance of a Novel 19-G Flexible Needle to a Commercially Available 22-G EBUS-TBNA Sampling Needle","year":2017,"lang":"en","type":"article","venue":"Respiration","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network; University of Toronto; Calgary General Hospital; Foothills Medical Centre; University of Calgary","funders":"","keywords":"Medicine; Endobronchial ultrasound; Nuclear medicine; Biopsy; Lymph; Fine-needle aspiration; Mediastinal lymphadenopathy; Granulomatous inflammation; Ultrasound; Radiology; Pathology; Lung cancer","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":[0.001688302,0.0007042137,0.0005956173,0.0005226991,0.000204615,0.0004420626,0.0007487946,0.0008194466,0.001781198],"category_scores_gemma":[0.001226735,0.0002899114,0.0005462481,0.0002350616,0.0005513392,0.0008231598,0.0002375764,0.0009046592,0.0004420596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003601749,"about_ca_system_score_gemma":0.0006665299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001180989,"about_ca_topic_score_gemma":0.001326522,"domain_scores_codex":[0.9994878,0.0001251479,0.00003776528,0.000121828,0.0001100565,0.000117388],"domain_scores_gemma":[0.999007,0.0002650718,0.0001973141,0.0001006527,0.0002037902,0.0002261378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01773346,0.01522984,0.002418665,0.0008379254,0.0002188022,0.0002201422,0.0001600135,0.001993948,0.920014,0.0002394226,0.000751531,0.04018233],"study_design_scores_gemma":[0.001263754,0.6526541,0.01109615,0.00008583508,0.000584463,0.0005963337,0.000205074,0.006772597,0.3213446,0.0001477467,0.005185414,0.00006395326],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854777,0.003267701,0.008287073,0.0001959105,0.000362991,0.0006030746,0.0003627169,0.0001200722,0.001322731],"genre_scores_gemma":[0.9830514,0.002801628,0.01046379,0.0003123267,0.0001221213,0.0004486828,0.0007768611,0.00003359855,0.001989475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001781198,"threshold_uncertainty_score":0.008928716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2861342337235666,"score_gpt":0.4414971050115151,"score_spread":0.1553628712879486,"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."}}