{"id":"W4399529208","doi":"10.1109/csnt60213.2024.10546023","title":"Deep Learning Applications in Microscopy and Holography for near-field Signal Processing","year":2024,"lang":"en","type":"article","venue":"","topic":"Integrated Circuits and Semiconductor Failure Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Holography; Microscopy; Digital holographic microscopy; Signal processing; Field (mathematics); Computer science; Artificial intelligence; Optics; Digital signal processing; Physics; Computer hardware","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":[0.0005946661,0.0008548782,0.0004877179,0.0006905335,0.0002960793,0.0008437198,0.0008454367,0.001074042,0.003876938],"category_scores_gemma":[0.001130631,0.0003381644,0.000633538,0.001026464,0.0007994541,0.001197673,0.001300253,0.002023578,0.0009355618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008892773,"about_ca_system_score_gemma":0.0005732327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002175722,"about_ca_topic_score_gemma":0.003152837,"domain_scores_codex":[0.9997124,0.00006221815,0.00001459963,0.00006234728,0.0001201661,0.00002822148],"domain_scores_gemma":[0.9995852,0.0002008119,0.00004479186,0.0000472494,0.00009409353,0.00002780872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001037941,0.0001711161,0.001470821,0.0006908406,0.0001243461,0.0003331883,0.0001507715,0.2650088,0.04322446,0.1207052,0.01523516,0.5527814],"study_design_scores_gemma":[0.000009165975,0.00007099644,0.0005394212,0.00006140206,0.00002058301,0.0001726925,0.00002702527,0.9161122,0.01793579,0.04430761,0.0207192,0.00002393913],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007432272,0.004756339,0.9777499,0.001576257,0.0002116266,0.00002954905,0.0001500577,0.0006253681,0.007468804],"genre_scores_gemma":[0.311641,0.01399481,0.6491185,0.001538592,0.0003800249,0.0001284359,0.0005989162,0.0002059093,0.02239373],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003876938,"threshold_uncertainty_score":0.01296961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006453949637176921,"score_gpt":0.2385635723193948,"score_spread":0.2321096226822179,"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."}}