{"id":"W4392602066","doi":"10.34133/ultrafastscience.0059","title":"Ultrafast Imaging","year":2024,"lang":"en","type":"article","venue":"Ultrafast Science","topic":"Advanced Optical Sensing Technologies","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Ultrashort pulse; Physics; Optics; Laser","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":[0.0001690549,0.0001186866,0.00008684957,0.0001277676,0.0002219007,0.0002859834,0.0003917456,0.00001212983,0.0001180115],"category_scores_gemma":[0.00004680479,0.00009781695,0.00004591363,0.0009422707,0.0009751575,0.0005494709,0.00008305415,0.0001837159,0.0003126543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004050541,"about_ca_system_score_gemma":0.00008419273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001720668,"about_ca_topic_score_gemma":3.62197e-7,"domain_scores_codex":[0.9987634,0.0000045314,0.0001217873,0.0004239806,0.0002517019,0.0004345925],"domain_scores_gemma":[0.9995001,0.00008471304,0.00001757387,0.0002669502,0.00004838438,0.00008229388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000001598752,0.00003375292,0.007952564,0.000007345024,0.000005681945,0.00001632705,0.0002508583,0.000309936,0.3982112,0.3656896,0.0001236359,0.2273974],"study_design_scores_gemma":[0.0001418604,0.00002791528,0.004058396,0.0001625735,0.00001730717,0.00002738375,0.001177343,0.02090583,0.873823,0.08282964,0.01628347,0.0005452714],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7682907,0.00006095637,0.15887,0.001621231,0.0008640647,0.0001400144,0.00001598722,0.00126357,0.06887347],"genre_scores_gemma":[0.9941944,0.000001174463,0.005341439,0.00003733392,0.0001207026,0.000003982167,0.000001502133,0.0000115263,0.0002879294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4756117,"threshold_uncertainty_score":0.4018643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004259934091391901,"score_gpt":0.2644655697870885,"score_spread":0.2602056356956966,"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."}}