{"id":"W3048300704","doi":"10.1016/j.pan.2020.08.003","title":"Risk of malignancy in small pancreatic cysts decreases over time","year":2020,"lang":"en","type":"article","venue":"Pancreatology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"National Cancer Institute; National Institutes of Health; American Cancer Society","keywords":"Medicine; Malignancy; Pancreatic cancer; Dysplasia; Proportional hazards model; Internal medicine; Gastroenterology; Cancer; Radiology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003443896,0.0002373168,0.001502331,0.0001985592,0.00003980545,0.000004341568,0.0001809276,0.0002685214,0.00153746],"category_scores_gemma":[0.002106282,0.0002016936,0.0001592675,0.0004640509,0.0002961566,0.0000403025,0.00009821489,0.0003626147,0.0003823381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006095907,"about_ca_system_score_gemma":0.0003622402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001031751,"about_ca_topic_score_gemma":0.00008149374,"domain_scores_codex":[0.9977644,0.0004155079,0.0006353387,0.0004490795,0.0001912362,0.0005444398],"domain_scores_gemma":[0.9980035,0.0009170923,0.0002040078,0.0003884802,0.0001068277,0.0003800208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001214308,0.0002599937,0.9901173,0.0002274151,0.000272496,0.0005381916,0.0003818995,0.000001908443,0.004660164,0.0006345139,0.0006687386,0.001023103],"study_design_scores_gemma":[0.005063373,0.001353018,0.9851404,0.0002195796,0.0009468694,0.000296468,0.0001001527,0.002839176,0.002388437,0.0006908801,0.0007436732,0.0002180181],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984879,0.001679155,0.0001622321,0.0008910079,0.00002734036,0.0006024986,0.00003151495,0.00006090817,0.01166631],"genre_scores_gemma":[0.9949496,0.000883523,0.002768244,0.0006519677,0.00009396918,0.00007132187,0.00003843395,0.00003314549,0.0005098282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01115648,"threshold_uncertainty_score":0.9993753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02756658655189723,"score_gpt":0.3015935913886632,"score_spread":0.274027004836766,"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."}}