{"id":"W2019739559","doi":"10.1002/cncy.21387","title":"Standardized cytopathology reporting for the pancreas: The time is right","year":2014,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Pancreas; Cytopathology; Terminology; Papanicolaou stain; Fine-needle aspiration; Intraductal papillary mucinous neoplasm; Radiology; Cyst; General surgery; Cancer; Pathology; Internal medicine; Biopsy; Cytology; Cervical 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03828102,0.001047818,0.001374922,0.007491844,0.00197555,0.006745431,0.004110782,0.003495706,0.0104993],"category_scores_gemma":[0.113505,0.0007238869,0.0007939193,0.007389687,0.005775976,0.007290168,0.006717002,0.008760137,0.01503747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002291547,"about_ca_system_score_gemma":0.01061058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003958877,"about_ca_topic_score_gemma":0.004469171,"domain_scores_codex":[0.9537405,0.01898704,0.01277764,0.001372076,0.01186452,0.001258178],"domain_scores_gemma":[0.8241226,0.02651559,0.02217549,0.02553338,0.09524389,0.006409046],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001442222,0.00007699084,0.005266438,0.001661649,0.000029863,0.0009748129,0.001549183,0.0001804503,0.005338219,0.01621743,0.7997984,0.1687624],"study_design_scores_gemma":[0.00004820193,0.0001106732,0.005157634,0.00279724,0.00002848942,0.005000469,0.001532124,0.0004425476,0.002138588,0.009600684,0.9730368,0.0001065432],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01649194,0.06422437,0.2281657,0.4484079,0.1334143,0.003591164,0.007695729,0.01077779,0.08723113],"genre_scores_gemma":[0.1132761,0.08338805,0.5049031,0.1849583,0.04787603,0.003963264,0.0189888,0.007762691,0.03488376],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.961719,"threshold_uncertainty_score":0.2024518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03903390807777814,"score_gpt":0.3823656489624128,"score_spread":0.3433317408846347,"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."}}