{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003559238,0.0006503357,0.0002262949,0.0006834421,0.0004899045,0.001309636,0.0008297063,0.000957928,0.02135209],"category_scores_gemma":[0.0005388223,0.0004233681,0.0002520182,0.0004713682,0.0004536884,0.001357662,0.000749083,0.001093205,0.005827381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006608599,"about_ca_system_score_gemma":0.0005319478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006775206,"about_ca_topic_score_gemma":0.001047766,"domain_scores_codex":[0.9997633,0.00002453827,0.000008494607,0.0000711046,0.00008534513,0.00004724164],"domain_scores_gemma":[0.9997478,0.00006171037,0.0000346285,0.00005600123,0.00006494219,0.00003478104],"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":[0.00015248,0.00004088288,0.0003193996,0.0002697354,0.00001660257,0.0001766775,0.00008247235,0.0002332341,0.9073137,0.01572529,0.006374015,0.06929554],"study_design_scores_gemma":[0.00002617032,0.0001231886,0.001465872,0.00007427872,0.00002442035,0.001512373,0.00006030639,0.004500603,0.8698802,0.002687587,0.1196174,0.00002762016],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1290318,0.01828627,0.4780366,0.0029111,0.0009069373,0.0006056567,0.002070119,0.004941836,0.3632096],"genre_scores_gemma":[0.462364,0.007467957,0.2980037,0.002328395,0.0003474615,0.0006125036,0.002646917,0.001142042,0.225087],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02135209,"threshold_uncertainty_score":0.07142985,"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."}}