{"id":"W4387027325","doi":"10.1115/power2023-fm1","title":"POWER2023 Front Matter","year":2023,"lang":"en","type":"article","venue":"","topic":"Advanced Electron Microscopy Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Nuclear Safety Commission; University of Missouri-Kansas City; University of Missouri","keywords":"Front (military); Computer science; Physics; Meteorology","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":[0.0003815914,0.001507606,0.0009880672,0.001886341,0.001405676,0.005618745,0.001058624,0.002787637,0.9593399],"category_scores_gemma":[0.001066569,0.0005582628,0.0009854406,0.001398241,0.000940809,0.002098864,0.001367945,0.002050064,0.9338735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009435792,"about_ca_system_score_gemma":0.0006614251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00179999,"about_ca_topic_score_gemma":0.001716468,"domain_scores_codex":[0.9996568,0.00001101757,0.00001149358,0.00009481235,0.000162041,0.00006389229],"domain_scores_gemma":[0.9993007,0.00008502479,0.00002995258,0.00009560743,0.0002525371,0.0002362291],"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":[0.0001170221,0.000111074,0.0003195657,0.000360732,0.00002175598,0.000207594,0.00004481594,0.0001032291,0.009995748,0.004919247,0.7336815,0.2501178],"study_design_scores_gemma":[0.00001954564,0.00002722088,0.0004988301,0.0001289671,0.000006766972,0.0001460601,0.00004117606,0.0001159921,0.001586635,0.000809264,0.9966125,0.00000704987],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007221988,0.0009482511,0.001194843,0.001820198,0.002691595,0.00007019682,0.001468323,0.00140061,0.9896839],"genre_scores_gemma":[0.001861213,0.0005386344,0.0002552653,0.0004874552,0.0003623619,0.00001644312,0.0008330795,0.0001979316,0.9954477],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9593399,"threshold_uncertainty_score":0.05799669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005947878604385176,"score_gpt":0.3153527557165727,"score_spread":0.3094048771121875,"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."}}