{"id":"W3082122787","doi":"10.4103/eus.eus_56_20","title":"An international, multi-institution survey on performing EUS-FNA and fine needle biopsy","year":2020,"lang":"en","type":"article","venue":"Endoscopic Ultrasound","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"Shengjing Hospital; Natural Science Foundation of Liaoning Province; National Natural Science Foundation of China","keywords":"Medicine; Biopsy; Radiology; Institution; Medical physics; General surgery; Political science","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":[0.005273156,0.0002770514,0.0003147331,0.001698791,0.0004307283,0.0007498533,0.0004367416,0.0007252055,0.0023683],"category_scores_gemma":[0.01657297,0.0002428832,0.0003603857,0.002904986,0.0004151863,0.001569406,0.0009231956,0.0005112285,0.0004162155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000726858,"about_ca_system_score_gemma":0.0009511014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003871663,"about_ca_topic_score_gemma":0.003463797,"domain_scores_codex":[0.9945318,0.002474202,0.001034719,0.0004717569,0.0009317858,0.0005557396],"domain_scores_gemma":[0.9778779,0.005836416,0.01104756,0.0005620205,0.002408332,0.002267825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002467128,0.00005693949,0.9966707,0.00002742434,0.00001304509,0.00003678012,0.0003521783,0.00003277721,0.00004832724,0.000009090773,0.0002871976,0.002440966],"study_design_scores_gemma":[0.000002428068,0.0001008247,0.9977728,0.00002373378,0.000007098986,0.0001623669,0.001234947,0.0001399818,0.00003390079,0.000006410153,0.0005105695,0.000004898789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966575,0.0003236541,0.0002318666,0.0004447474,0.00001224195,0.00004934451,0.0007148127,0.000009993026,0.001555862],"genre_scores_gemma":[0.9984583,0.0003260134,0.0002556813,0.0001867387,0.00001552141,0.00004122892,0.0004926497,0.000004270837,0.0002196822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005273156,"threshold_uncertainty_score":0.02788746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07675646115480193,"score_gpt":0.3700383260813317,"score_spread":0.2932818649265298,"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."}}