{"id":"W4414015758","doi":"10.11159/icbes25.197","title":"Ultrafast Divergent Wave Imaging in 2D Echography : A Parametric Study","year":2025,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Electrical Engineering and Computer Systems and Science","topic":"Ultrasonics and Acoustic Wave Propagation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ultrashort pulse; Parametric statistics; Ultrafast optics; Computer science; Physics; Optics; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003368835,0.0001285858,0.0001812395,0.0006917121,0.00008645179,0.0001682964,0.0002018058,0.00001674725,1.234599e-7],"category_scores_gemma":[0.00003585216,0.00009563853,0.00002396747,0.00231011,0.00005503175,0.0001036214,0.00006770276,0.0001760557,6.571086e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004149665,"about_ca_system_score_gemma":0.0000104506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001443997,"about_ca_topic_score_gemma":8.771303e-7,"domain_scores_codex":[0.9990962,0.000003189463,0.0002182333,0.000234121,0.000213242,0.0002350547],"domain_scores_gemma":[0.9997033,0.00007116014,0.00003453652,0.00006729113,0.00007142033,0.00005233222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004809635,0.0006046527,0.4829629,0.001388209,0.000171845,0.00001007847,0.0009212419,0.3334806,0.04931148,0.05587418,0.0005310813,0.07469564],"study_design_scores_gemma":[0.0002136333,0.00003947676,0.0601772,0.0002311396,0.000009875989,0.00000407778,0.00002851065,0.9375259,0.001586647,0.00002859872,0.00005199253,0.0001029848],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969913,0.0003880445,0.001224883,0.00003127658,0.0008140565,0.0002906933,7.197638e-7,0.00005825015,0.0002007597],"genre_scores_gemma":[0.9997715,0.00003192951,0.0001026664,0.000009232153,0.00002616681,0.00001817323,4.162223e-8,0.000005857926,0.00003448334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6040453,"threshold_uncertainty_score":0.3900026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004407860317552496,"score_gpt":0.188506930995191,"score_spread":0.1840990706776385,"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."}}