{"id":"W4388213881","doi":"10.1109/trpms.2023.3325695","title":"IEEE Transactions on Radiation and Plasma Medical Sciences Publication Information","year":2023,"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; Computer science; Data science; Medical physics; Medicine","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":[0.002290821,0.0002596139,0.0003080471,0.001272558,0.001366288,0.0002586193,0.0002214659,0.0004206251,0.001485612],"category_scores_gemma":[0.0002585277,0.0002134194,0.0001010117,0.002407379,0.0008958423,0.001330581,0.000001039601,0.0005472639,0.0002832835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001104367,"about_ca_system_score_gemma":0.0006736043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008884967,"about_ca_topic_score_gemma":0.00005413071,"domain_scores_codex":[0.9959329,0.0001816362,0.000659843,0.0005132903,0.002267397,0.0004449463],"domain_scores_gemma":[0.9977245,0.001038518,0.0001976223,0.0001730856,0.00007268076,0.0007936457],"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":[0.0001565211,0.000233433,0.0003423918,0.00005541493,0.00006337211,0.000006244322,0.001002285,0.004590782,0.00007293378,0.001450332,0.002164858,0.9898614],"study_design_scores_gemma":[0.005160161,0.002171326,0.007458408,0.0002226739,0.0001185333,0.0002536861,0.0007112135,0.9500389,0.01142175,0.0003643055,0.02152133,0.0005577193],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7670365,0.0001531065,0.1630691,0.06186074,0.002954109,0.0010447,0.0001121228,0.0006615719,0.003108042],"genre_scores_gemma":[0.9929793,0.003047348,0.000207549,0.00309728,0.0001511835,0.00009096593,0.00003499345,0.00001218483,0.000379144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9893037,"threshold_uncertainty_score":0.9999338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0312677870392952,"score_gpt":0.3032222994002345,"score_spread":0.2719545123609393,"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."}}