{"id":"W4310051351","doi":"10.1107/s1600577522010347","title":"The PERCIVAL detector: first user experiments","year":2022,"lang":"en","type":"article","venue":"Journal of Synchrotron Radiation","topic":"Advanced X-ray Imaging Techniques","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Deutsches Elektronen-Synchrotron; Horizon 2020 Framework Programme; Helmholtz Association","keywords":"Detector; Optics; Ptychography; Holography; Physics; Frame rate; Pixel; Photon; Spectroscopy; Dynamic range; Speckle pattern; Sample (material); Frame (networking); Resolution (logic); Materials science; Diffraction; Computer science; Artificial intelligence","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":[0.0002846255,0.00008569221,0.0001103459,0.00005938058,0.0005246451,0.00004928053,0.0002503888,0.000009246038,0.0002760211],"category_scores_gemma":[0.000011452,0.00006732243,0.0001055546,0.00008773046,0.00002655976,0.0002496119,0.00006006725,0.0002580722,0.000004233069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002338266,"about_ca_system_score_gemma":0.00006250862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001561674,"about_ca_topic_score_gemma":4.218094e-7,"domain_scores_codex":[0.9991078,0.000070592,0.0002883993,0.00007718444,0.0003053161,0.0001507061],"domain_scores_gemma":[0.9992657,0.00007018948,0.0004177755,0.0001453625,0.00005788762,0.0000430658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000698879,0.001091683,0.2589087,0.00002637595,0.0008201087,0.0000337268,0.006462465,0.04107873,0.07077783,0.01760364,0.1110639,0.4914339],"study_design_scores_gemma":[0.002418688,0.0008333036,0.01979724,0.00003935572,0.00009696149,0.00005458901,0.003336816,0.00320469,0.08638726,0.01047115,0.8728471,0.0005128511],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9309075,0.00120937,0.06309586,0.002070875,0.001199079,0.0004092522,0.00001787202,0.0000542679,0.001035911],"genre_scores_gemma":[0.9974768,0.00001389418,0.001870185,0.00004095482,0.000436782,0.00003513897,0.00000250552,0.0000159866,0.0001077278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7617832,"threshold_uncertainty_score":0.4035199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006844919282498125,"score_gpt":0.2650020781267511,"score_spread":0.258157158844253,"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."}}