{"id":"W3036864410","doi":"10.1097/mnm.0000000000001236","title":"Dual tracer 68Ga-DOTATOC and 18F-FDG PET/computed tomography radiomics in pancreatic neuroendocrine neoplasms: an endearing tool for preoperative risk assessment","year":2020,"lang":"en","type":"article","venue":"Nuclear Medicine Communications","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Nuclear medicine; Radiomics; PET-CT; Neuroendocrine tumors; Positron emission tomography; Radiology; 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":[0.0005425825,0.0002436163,0.0008002585,0.0002445021,0.0003691866,0.00003439891,0.0003764837,0.00003159057,0.0001374531],"category_scores_gemma":[0.000911826,0.0002102063,0.00007688758,0.0005009783,0.0004764693,0.0001846013,0.0002624581,0.0008736307,0.000007298104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000951508,"about_ca_system_score_gemma":0.0002017516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002111486,"about_ca_topic_score_gemma":0.0001115501,"domain_scores_codex":[0.9977812,0.0005176286,0.0006049537,0.0004267152,0.0002862851,0.000383287],"domain_scores_gemma":[0.9972965,0.001070166,0.0001528037,0.0008978543,0.0001966114,0.0003861303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001425638,0.001673065,0.9457213,0.0005790159,0.0008336616,0.0004142328,0.0157103,0.000062485,0.006888561,0.01245603,0.005747989,0.00848766],"study_design_scores_gemma":[0.0101838,0.004349978,0.6598609,0.0003051789,0.0008687994,0.0007215864,0.005114538,0.3043517,0.0000225428,0.0003116776,0.01360196,0.0003073518],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9520999,0.0006076836,0.0005840182,0.04186332,0.00003817929,0.00198238,0.00003346935,0.0001219286,0.002669107],"genre_scores_gemma":[0.9558727,0.001950589,0.03966146,0.001961027,0.0001378942,0.000196787,0.0001093109,0.00005572781,0.00005451823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3042892,"threshold_uncertainty_score":0.8571965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05922788016028921,"score_gpt":0.3686286182776975,"score_spread":0.3094007381174083,"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."}}