{"id":"W4225985732","doi":"10.1245/s10434-022-11674-2","title":"ASO Visual Abstract: Recurrence After Resection of Pancreatic Cancer – Can Radiomics Predict Patients at Greatest Risk of Liver Metastasis?","year":2022,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Surgical oncology; Radiomics; Metastasis; Resection; General surgery; Pancreatic cancer; Radiology; Internal medicine; Oncology; Cancer; Surgery","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":[0.001042353,0.0005910047,0.0007604655,0.001172033,0.0003243264,0.002176877,0.0006279103,0.001875209,0.0363661],"category_scores_gemma":[0.008313777,0.0001837411,0.0004376017,0.0005612628,0.0004067528,0.0006698227,0.0005090274,0.001209312,0.00788561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007564556,"about_ca_system_score_gemma":0.0008132984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00235394,"about_ca_topic_score_gemma":0.004546889,"domain_scores_codex":[0.9996124,0.0001081875,0.00004802998,0.00006372199,0.0001215945,0.0000461006],"domain_scores_gemma":[0.9964808,0.001283752,0.0004537996,0.00008180083,0.001041462,0.0006585364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002529425,0.00007138611,0.0177861,0.0009957835,0.0001003051,0.0004032146,0.00004210837,0.0001759356,0.0006908067,0.0004814018,0.8792609,0.09746256],"study_design_scores_gemma":[0.002163587,0.001639235,0.201378,0.004315639,0.001001086,0.006033584,0.0007979301,0.003199248,0.003178171,0.00812537,0.7679759,0.0001921576],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07340576,0.08650773,0.002377592,0.5179049,0.1531122,0.0003805262,0.02754992,0.0006659969,0.1380953],"genre_scores_gemma":[0.4071511,0.04724328,0.001992521,0.08432796,0.2705196,0.0002994252,0.01694104,0.000580642,0.1709444],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0363661,"threshold_uncertainty_score":0.1216567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03166524878815184,"score_gpt":0.3558008206089354,"score_spread":0.3241355718207836,"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."}}