{"id":"W2061566723","doi":"10.1159/000325872","title":"Fine Needle Aspiration Biopsy for Preoperative Workup of Pancreatic Cystic Neoplasms","year":2007,"lang":"en","type":"article","venue":"Acta Cytologica","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Serous Cystadenoma; Radiology; Fine-needle aspiration; Pancreas; Biopsy; Intraductal papillary mucinous neoplasm; Endoscopic ultrasound; Mucinous cystadenoma; Serous fluid; Concordance; Adenocarcinoma; Cyst; Cancer; Pathology; 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":[0.000777583,0.0001583486,0.0006364489,0.0001379397,0.0001077221,0.000008266389,0.0001142882,0.0002179456,0.0003389631],"category_scores_gemma":[0.001755866,0.0001113559,0.0001013159,0.0002847747,0.0002164665,0.00006129045,0.00003804102,0.0001732494,0.00002776992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007386216,"about_ca_system_score_gemma":0.0001782762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003662596,"about_ca_topic_score_gemma":0.00003784491,"domain_scores_codex":[0.9986004,0.0000632309,0.0004509999,0.0002618833,0.0002193271,0.0004041128],"domain_scores_gemma":[0.9977438,0.001428631,0.0001502309,0.0002765675,0.0002600421,0.0001407318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004654533,0.0009396336,0.85074,0.0003916198,0.0004525924,0.0001261604,0.001098375,0.000006136676,0.128069,0.003663442,0.002654529,0.00720397],"study_design_scores_gemma":[0.005076287,0.008464452,0.9604822,0.0002331795,0.0007721949,0.0003001165,0.0008871569,0.001552763,0.01840143,0.001417398,0.002116319,0.0002965422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749731,0.0002000534,0.01144382,0.0007415537,0.00007208833,0.001193957,0.00001503635,0.00004699122,0.01131338],"genre_scores_gemma":[0.9783561,0.00001782089,0.01939642,0.0001624309,0.0001193449,0.0001000137,0.00006620272,0.00001384589,0.001767823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1097421,"threshold_uncertainty_score":0.4540962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04665061766576561,"score_gpt":0.3515240419586099,"score_spread":0.3048734242928443,"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."}}