{"id":"W4323656069","doi":"10.15392/2319-0612.2023.2243","title":"Development of anthropomorphic computational phantoms at the UFPE","year":2023,"lang":"en","type":"article","venue":"Brazilian Journal of Radiation Sciences","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Imaging phantom; Monte Carlo method; Dosimetry; Normalization (sociology); Computer science; Photon; Absorbed dose; Medical physics; Physics; Nuclear medicine; Simulation; Computational science; Optics; Mathematics; Medicine; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002014002,0.0008194681,0.0005582676,0.001679683,0.0004769892,0.00118783,0.001809534,0.0007950061,0.01058252],"category_scores_gemma":[0.00620997,0.0005944292,0.0006719381,0.001290675,0.0004864471,0.000872132,0.001495977,0.0007510486,0.002451837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009808877,"about_ca_system_score_gemma":0.001240696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003790233,"about_ca_topic_score_gemma":0.003120293,"domain_scores_codex":[0.9992623,0.0002112847,0.00004514395,0.0001051615,0.0003148772,0.00006126697],"domain_scores_gemma":[0.9979869,0.0008907234,0.00009765731,0.0003847851,0.0005297407,0.0001100899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001154166,0.0007112947,0.008119248,0.0008191107,0.0001329524,0.001704965,0.001676744,0.5004181,0.07248819,0.0650406,0.03191152,0.3158231],"study_design_scores_gemma":[0.0001889548,0.0005996691,0.007416908,0.000386726,0.00008039629,0.001390841,0.0003475285,0.6570466,0.1432496,0.013198,0.1758631,0.0002315838],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1172371,0.0009121367,0.8281623,0.0006279912,0.000385119,0.001559257,0.00667114,0.01210568,0.03233932],"genre_scores_gemma":[0.2874739,0.0008107186,0.6895484,0.0001837875,0.00003245812,0.002255045,0.005546986,0.002635441,0.01151326],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01058252,"threshold_uncertainty_score":0.03540212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04303567631535108,"score_gpt":0.3510431396913065,"score_spread":0.3080074633759554,"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."}}