{"id":"W2142338868","doi":"10.1677/erc-07-0126","title":"Cytological Ki-67 in pancreatic endocrine tumours: an opportunity for pre-operative grading","year":2008,"lang":"en","type":"article","venue":"Endocrine Related Cancer","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Grading (engineering); Cytology; Medicine; Fine needle aspiration cytology; Pathology; Nuclear medicine; Radiology; Biology","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":[0.003344959,0.0003314995,0.0003935336,0.001871561,0.0003434139,0.0008361888,0.0004412893,0.0004513747,0.001016625],"category_scores_gemma":[0.02036079,0.0002891124,0.0002298062,0.0005665346,0.0007225203,0.0008174205,0.0006585025,0.0007111728,0.0004416018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00021988,"about_ca_system_score_gemma":0.0002357015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008966803,"about_ca_topic_score_gemma":0.001726377,"domain_scores_codex":[0.9987186,0.0005398277,0.0002245548,0.0001226658,0.0003004701,0.00009387927],"domain_scores_gemma":[0.9875613,0.00716871,0.001473948,0.001284512,0.001973349,0.0005381518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003350001,0.00002613772,0.9797971,0.00003197858,0.00001886506,0.0001939737,0.0002079229,0.000127687,0.005788504,0.00003174903,0.0000755115,0.01336574],"study_design_scores_gemma":[0.00001858718,0.0004408237,0.9852021,0.00003850982,0.00005485954,0.003193107,0.000563199,0.002184957,0.007557942,0.0001792576,0.0005468343,0.0000198392],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948088,0.001257658,0.002973515,0.00007443804,0.00002461056,0.00001957814,0.00004558507,0.00003226023,0.0007635348],"genre_scores_gemma":[0.9982823,0.0001817657,0.001322116,0.00001984957,0.00001443501,0.000008870318,0.00006303746,0.000004545806,0.0001030158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003344959,"threshold_uncertainty_score":0.01769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08607067883810446,"score_gpt":0.4237927335452021,"score_spread":0.3377220547070976,"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."}}