{"id":"W3023775684","doi":"10.2172/1616251","title":"Basic Energy Sciences Roundtable: Opportunities for Basic Research at the Frontiers of XFEL Ultrafast Science","year":2017,"lang":"en","type":"report","venue":"","topic":"Advanced Electron Microscopy Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Ultrashort pulse; Characterization (materials science); Nanotechnology; Femtosecond; Scale (ratio); Physics; Energy (signal processing); Engineering physics; Data science; Computer science; Laser; Materials science; Optics; Quantum mechanics","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.002838383,0.0002290251,0.0002765187,0.0001726845,0.002126973,0.0001913806,0.001660245,0.000234634,0.00001459099],"category_scores_gemma":[0.0003280869,0.0001613691,0.00014092,0.0002315179,0.004124274,0.00002180637,0.0004778958,0.0001737234,4.697501e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002523576,"about_ca_system_score_gemma":0.005620785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004379055,"about_ca_topic_score_gemma":0.0003575976,"domain_scores_codex":[0.9974558,0.00004143112,0.000328245,0.0007646882,0.0007497882,0.0006600006],"domain_scores_gemma":[0.9970526,0.00005039888,0.0003725392,0.001126911,0.00130776,0.00008979949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001744556,0.0000288579,0.00003725029,0.00003421278,0.00002446918,2.976348e-7,0.000004658168,0.000006701204,0.5764471,0.002312512,0.4143552,0.006731209],"study_design_scores_gemma":[0.00004151504,0.0001457703,0.00000559176,0.00001691782,0.00001091814,0.00001098158,0.00009865325,0.000006051884,0.4744272,0.0004039391,0.5247194,0.0001131203],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04684702,0.04081336,0.3819924,0.00583135,0.002045946,0.004558901,0.002531153,0.0001446938,0.5152352],"genre_scores_gemma":[0.1423889,0.03950513,0.007590427,0.0001928454,0.0006488379,0.001020277,0.0006143588,0.00008103262,0.8079582],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.374402,"threshold_uncertainty_score":0.9991722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.160924905763501,"score_gpt":0.4569569054341312,"score_spread":0.2960319996706302,"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."}}