{"id":"W4416226567","doi":"10.1007/s12672-025-04079-6","title":"Feasibility of different meningioma delineation approaches on [18F]SiTATE PET/CT imaging","year":2025,"lang":"en","type":"article","venue":"Discover Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Deutsche Forschungsgemeinschaft","keywords":"Meningioma; Somatostatin receptor; Thresholding; Neuroendocrine tumors; Positron emission tomography","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":[0.003805651,0.0005409368,0.0003017226,0.001166423,0.0002114448,0.0008630481,0.0003662106,0.0003339827,0.0009961141],"category_scores_gemma":[0.008374495,0.0002520185,0.0005184629,0.0004006109,0.0004380966,0.0005229386,0.0005670951,0.0002391532,0.0003375468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003599341,"about_ca_system_score_gemma":0.0004402786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007524635,"about_ca_topic_score_gemma":0.001281471,"domain_scores_codex":[0.9986343,0.0004981746,0.0001974268,0.0001941403,0.000370912,0.0001050519],"domain_scores_gemma":[0.9968939,0.001877038,0.0004110707,0.000293296,0.0004011555,0.0001235047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007650295,0.0002197684,0.7651489,0.0002973719,0.0004166494,0.0008980391,0.0006814846,0.009270512,0.07320129,0.0004801085,0.0003037803,0.1414319],"study_design_scores_gemma":[0.0002355942,0.002084075,0.8866826,0.00007975687,0.0004411694,0.003070383,0.0004506934,0.03236529,0.07242167,0.000721615,0.001368908,0.00007820305],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910468,0.0004669363,0.007359747,0.00002202839,0.000006625885,0.00006891753,0.0001318334,0.00007650586,0.0008204493],"genre_scores_gemma":[0.9950345,0.00007976079,0.004581916,0.000006067606,0.000004206288,0.00003847579,0.000183909,0.00001991302,0.00005140917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003805651,"threshold_uncertainty_score":0.02012646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07006871469754687,"score_gpt":0.349958532327615,"score_spread":0.2798898176300681,"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."}}