{"id":"W4254323097","doi":"10.1109/trpms.2021.3107642","title":"IEEE Transactions on Radiation and Plasma Medical Sciences","year":2021,"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 Texas MD Anderson Cancer Center; Seoul National University; University College London; University of Patras; McGill University; Stony Brook University; Institut National de la Santé et de la Recherche Médicale; Universitat de València; Harvard University; Rensselaer Polytechnic Institute; University of Washington; West Virginia University; University of Pennsylvania; Yale University","keywords":"Medical radiation; Radiation; Plasma; Medicine; Medical physics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000836268,0.0005513109,0.0006304877,0.0009113003,0.0004572595,0.002037411,0.0006328697,0.001309516,0.035181],"category_scores_gemma":[0.001696068,0.0001717036,0.0004830776,0.0007772801,0.0005723662,0.0008516572,0.0008180314,0.0008907748,0.01336921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004544355,"about_ca_system_score_gemma":0.0008307537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009732961,"about_ca_topic_score_gemma":0.001320346,"domain_scores_codex":[0.9993594,0.0001326801,0.00004039918,0.00006069195,0.0003647159,0.00004219238],"domain_scores_gemma":[0.9987978,0.0002104055,0.00005794285,0.0001999641,0.0006544667,0.00007935242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000294447,0.0001203793,0.00174998,0.0006834636,0.0001756678,0.0003737771,0.0002046843,0.007996781,0.03612918,0.03847831,0.1614599,0.7523333],"study_design_scores_gemma":[0.00001810362,0.0001341428,0.003690684,0.0001596296,0.0001108875,0.001346971,0.0001959086,0.01774483,0.01535437,0.02030814,0.9408841,0.00005232354],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.02253787,0.05379092,0.4347197,0.01038467,0.04797326,0.0001905239,0.0007246758,0.00272469,0.4269536],"genre_scores_gemma":[0.2342945,0.03411417,0.09086893,0.002486359,0.006509161,0.0001779947,0.001445402,0.0006546995,0.6294488],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.964819,"threshold_uncertainty_score":0.1176922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03175592699777246,"score_gpt":0.3068059930056216,"score_spread":0.2750500660078491,"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."}}