{"id":"W4313270774","doi":"10.1109/trpms.2022.3228986","title":"IEEE Transactions on Radiation and Plasma Medical Sciences Publication Information","year":2022,"lang":"en","type":"article","venue":"IEEE Transactions on Radiation and Plasma Medical Sciences","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of California, Davis; Stony Brook University; Old Dominion University; Università di Bologna; Vrije Universiteit Brussel; Centre National de la Recherche Scientifique; McGill University; University of South Australia; Institut National de la Santé et de la Recherche Médicale; University College London; University of Patras; Kwangwoon University; University of Texas MD Anderson Cancer Center; Univerzita Komenského v Bratislave; Università di Pisa; Yale University; Seoul National University; Universitat de València; Harvard University; West Virginia University; University of Pennsylvania; George Washington University; Korea Advanced Institute of Science and Technology; Shanghai Jiao Tong University; University of Washington; Rensselaer Polytechnic Institute","keywords":"Medical radiation; Radiation; Computer science; Medical physics; Medicine; Physics; Nuclear physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002400295,0.0002483193,0.0002989003,0.001013505,0.002396863,0.000212149,0.0002614669,0.0002569623,0.004311646],"category_scores_gemma":[0.0001586358,0.0002159203,0.0001026609,0.001674014,0.0007819153,0.00114023,0.000001689037,0.0007590507,0.00006335829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001961565,"about_ca_system_score_gemma":0.0008397625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000114077,"about_ca_topic_score_gemma":0.00004003511,"domain_scores_codex":[0.9954217,0.0002867203,0.0006583774,0.0005150973,0.002723683,0.0003944257],"domain_scores_gemma":[0.9979987,0.0008259315,0.0002358173,0.0001731616,0.00005799482,0.0007083992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002737735,0.0004954327,0.0003282964,0.00004102712,0.00007048838,0.000006244008,0.00130153,0.01103222,0.00006417024,0.001978508,0.001643808,0.9827645],"study_design_scores_gemma":[0.007016448,0.004359371,0.003595305,0.0001124702,0.0001555835,0.0006625929,0.001366108,0.9222291,0.008338773,0.0003644031,0.05111404,0.0006858256],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7189043,0.0003115038,0.2085274,0.06315544,0.003561633,0.001262661,0.0001928568,0.0003851814,0.003699005],"genre_scores_gemma":[0.992978,0.001255484,0.0002522397,0.004904021,0.0001151725,0.0001593636,0.00003100622,0.00001121383,0.0002934428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9820787,"threshold_uncertainty_score":0.9989019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02471943823982374,"score_gpt":0.2870631592701476,"score_spread":0.2623437210303239,"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."}}