{"id":"W4416775707","doi":"10.34133/ultrafastscience.0129","title":"On the Overestimation of Efficiency in Relativistic Electron Scattering","year":2025,"lang":"en","type":"article","venue":"Ultrafast Science","topic":"Crystallography and Radiation Phenomena","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Scattering; Scaling; Electron; Electron scattering; Relativistic quantum chemistry; Diffraction; Formalism (music)","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.01300948,0.001503584,0.00157349,0.002364801,0.0009839822,0.003599479,0.003130153,0.001613214,0.003573698],"category_scores_gemma":[0.02298419,0.0009858462,0.001080073,0.001732435,0.004689212,0.006506587,0.003159566,0.003176986,0.002739913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002209658,"about_ca_system_score_gemma":0.001041427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001773404,"about_ca_topic_score_gemma":0.001031709,"domain_scores_codex":[0.9914784,0.00253843,0.000416826,0.001631912,0.003391819,0.0005426802],"domain_scores_gemma":[0.9824929,0.01101318,0.001255706,0.002856899,0.002234872,0.0001463984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003321232,0.00007057297,0.006842099,0.002155805,0.0003415724,0.000667994,0.001385411,0.01433216,0.02167371,0.7588255,0.01297502,0.1803981],"study_design_scores_gemma":[0.0000692925,0.0003820702,0.01503891,0.00198073,0.0003629312,0.002219365,0.001027277,0.04269082,0.1164633,0.664723,0.1546974,0.0003447708],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1735271,0.2395015,0.3710942,0.01847548,0.003712986,0.0001179022,0.000543875,0.001861755,0.1911652],"genre_scores_gemma":[0.8360723,0.09857024,0.03851109,0.003900896,0.001602028,0.0001699241,0.000503856,0.001899861,0.0187697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01300948,"threshold_uncertainty_score":0.06880158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0050568274241409,"score_gpt":0.2420626460147033,"score_spread":0.2370058185905624,"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."}}