{"id":"W7162392541","doi":"10.1109/redw68988.2025.11534021","title":"Guide to the 2024 IEEE Radiation Effects Data Workshop Record","year":2025,"lang":"","type":"article","venue":"","topic":"Radiation Effects in Electronics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brampton Civic Hospital","funders":"","keywords":"Radiation; Data collection; Field (mathematics); Data processing","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004432227,0.00105117,0.001442645,0.01017793,0.001658001,0.005826097,0.00296012,0.002391386,0.534153],"category_scores_gemma":[0.01872005,0.001517505,0.001061031,0.01178653,0.00046656,0.005508354,0.001943735,0.003628481,0.5753784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002011238,"about_ca_system_score_gemma":0.005634691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01347674,"about_ca_topic_score_gemma":0.02233346,"domain_scores_codex":[0.9975784,0.0002728422,0.0002533025,0.0001472413,0.001546214,0.0002019442],"domain_scores_gemma":[0.9810873,0.002335439,0.0007603235,0.002784024,0.01208312,0.0009497933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002216115,0.00002304521,0.00006996067,0.000108031,0.000001866168,0.00001396401,0.000009893072,0.00008444245,0.0003128022,0.0009930236,0.9754723,0.02288843],"study_design_scores_gemma":[0.00001053618,0.00001188121,0.0003047073,0.00009418943,0.000002483064,0.00002179133,0.00001701267,0.00006572875,0.0002072342,0.0005653544,0.9986869,0.00001227],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006942457,0.0020292,0.01986354,0.007132065,0.006522861,0.001342866,0.3183376,0.02113053,0.622947],"genre_scores_gemma":[0.001741983,0.002544448,0.0146468,0.003347408,0.0009446165,0.001223097,0.21617,0.005931021,0.7534506],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.534153,"threshold_uncertainty_score":0.6644741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009511503950986227,"score_gpt":0.2910317627323114,"score_spread":0.2815202587813252,"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."}}