{"id":"W1552598600","doi":"10.1063/1.1401556","title":"Workshop report: Science with the XFEL","year":2001,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Particle Accelerators and Free-Electron Lasers","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Section (typography); Instrumentation (computer programming); Set (abstract data type); Physics; Computer science; Optics; Engineering physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0002613408,0.0001461278,0.0001126422,0.00006153633,0.0002137527,0.0002909167,0.000409472,0.00003784042,0.00004110006],"category_scores_gemma":[0.00004311026,0.00009473741,0.00001974962,0.00084425,0.0003276584,0.0005638328,0.00003863497,0.0002133905,0.00002911883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005819004,"about_ca_system_score_gemma":0.00008037902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001079801,"about_ca_topic_score_gemma":0.00002112215,"domain_scores_codex":[0.9988361,0.00000136374,0.0001401302,0.0002441382,0.0002936432,0.0004846251],"domain_scores_gemma":[0.9994458,0.00001566342,0.00004066552,0.0001567903,0.0002200554,0.0001210521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008739686,0.00009886405,0.3264401,0.00005917096,0.0001107322,0.0002560476,0.005648116,0.0003639765,0.5755388,0.02927393,0.02515955,0.03696337],"study_design_scores_gemma":[0.001958686,0.0004579024,0.1426275,0.000277545,0.0001601524,0.002878381,0.008240678,0.5073612,0.1612319,0.003492946,0.1687505,0.002562628],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9673362,0.00007200376,0.004651668,0.001192381,0.00006676361,0.0001381732,3.101711e-7,0.0002884208,0.02625411],"genre_scores_gemma":[0.9991236,0.00005287744,0.0001835518,0.0001337255,0.00007673847,0.00004067329,4.70133e-7,0.0000183395,0.0003700795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5069972,"threshold_uncertainty_score":0.386328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01870744341281578,"score_gpt":0.2335252186402264,"score_spread":0.2148177752274106,"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."}}