{"id":"W4389075285","doi":"10.1364/oe.505627","title":"Deep learning-assisted light sheet holography","year":2023,"lang":"en","type":"article","venue":"Optics Express","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Holography; Optics; Superposition principle; Holographic display; Computer science; Digital holography; Artificial intelligence; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.00006585903,0.0001749639,0.0001745796,0.0002264358,0.00007598727,0.00005395094,0.0003298753,0.0001370761,0.00001551399],"category_scores_gemma":[0.0001659559,0.0001776246,0.000065994,0.0006968621,0.00009807856,0.0001267893,0.0001529923,0.0003819564,0.0002670793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002218884,"about_ca_system_score_gemma":0.000002119099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.214502e-7,"about_ca_topic_score_gemma":5.017578e-7,"domain_scores_codex":[0.9990361,0.00001165416,0.0001659023,0.0002117059,0.0001445656,0.0004300326],"domain_scores_gemma":[0.9994034,0.00009679174,0.00002059546,0.000376965,0.00003707441,0.00006521604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001235135,0.00006360415,0.001917235,0.0001855607,0.000165608,0.000317455,0.000444273,0.7622527,0.164533,0.01125788,0.009768232,0.04908208],"study_design_scores_gemma":[0.0007243742,0.0001138866,0.004973585,0.0001035698,0.00005680923,0.00002731035,0.000678717,0.8572419,0.05705176,0.01040925,0.06743169,0.001187146],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4511423,0.001868206,0.3720063,0.001676592,0.002351283,0.000691939,0.00001787234,0.0626004,0.1076451],"genre_scores_gemma":[0.9302192,0.0004392598,0.06862932,0.00002090202,0.00005410127,0.00006296641,0.00002032544,0.00009040904,0.0004635511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4790768,"threshold_uncertainty_score":0.7243322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01281696285409396,"score_gpt":0.240055958319354,"score_spread":0.22723899546526,"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."}}