{"id":"W4402269574","doi":"10.1364/cleo_at.2024.am4a.5","title":"Enhancing Coherent Super-Oscillation Microscopy using Deconvolution of Complex Fields","year":2024,"lang":"en","type":"article","venue":"","topic":"Advanced Fluorescence Microscopy Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Deconvolution; Microscopy; Oscillation (cell signaling); Computer science; Physics; Optics; Chemistry","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":[0.0004742269,0.0004245684,0.0003315061,0.0003021084,0.0001666854,0.0002911346,0.0004712857,0.0003561607,0.0006748273],"category_scores_gemma":[0.0007317425,0.0002097495,0.0001788804,0.0002517253,0.000579644,0.000758115,0.001079567,0.0005039866,0.000191805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003163929,"about_ca_system_score_gemma":0.0004145571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004535397,"about_ca_topic_score_gemma":0.0007465034,"domain_scores_codex":[0.9997321,0.0000441683,0.00001005436,0.0000515271,0.000123383,0.00003880966],"domain_scores_gemma":[0.999415,0.0002666583,0.0001031216,0.00005625104,0.000104706,0.00005415369],"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":[0.00004284139,0.00001550343,0.0001891289,0.00003568768,0.000003208786,0.00003845034,0.00003875538,0.001044308,0.9898971,0.001726098,0.00005969657,0.006909172],"study_design_scores_gemma":[0.00001616474,0.00009782394,0.001142583,0.000006838176,0.000007553349,0.0001847755,0.00001461688,0.07662073,0.9192042,0.001452127,0.001231883,0.00002056902],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6263042,0.000395731,0.3694713,0.0002663234,0.00003812074,0.00004536242,0.00006804305,0.0005853659,0.002825554],"genre_scores_gemma":[0.7258394,0.000380252,0.2723683,0.00007281549,0.00002844407,0.00005716586,0.00006670821,0.00006250475,0.001124333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006748273,"threshold_uncertainty_score":0.002507985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02146831852827475,"score_gpt":0.3372651096962617,"score_spread":0.3157967911679869,"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."}}