{"id":"W4210383484","doi":"","title":"Roadmap on digital holography [Invited]","year":2021,"lang":"en","type":"review","venue":"Dipòsit Digital de la Universitat de Barcelona (Universitat de Barcelona)","topic":"Digital Holography and Microscopy","field":"Physics and Astronomy","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Office of Naval Research; Agencia Estatal de Investigación; Board of Research in Nuclear Sciences; European Research Council; Army Research Office; Natural Sciences and Engineering Research Council of Canada; Science and Engineering Research Board; Horizon 2020 Framework Programme; Israel Science Foundation; Universitat Jaume I; Hong Kong Polytechnic University; Generalitat Valenciana; Intelligence Advanced Research Projects Activity; Ford Motor Company; National Research Foundation Singapore; National Research Foundation of Korea; Canada Excellence Research Chairs, Government of Canada; European Commission; Canada Foundation for Innovation; National Science Foundation","keywords":"Digital holography; Holography; Digital holographic microscopy; Computer science; Virtual reality; Field (mathematics); Computer graphics (images); Digital imaging; Augmented reality; Identification (biology); Optics; Artificial intelligence; Computer vision; Digital image; Image processing; Physics; Image (mathematics)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0004011983,0.001747946,0.002453497,0.001995863,0.000978539,0.00170118,0.002299862,0.0008043541,0.001346731],"category_scores_gemma":[0.00004933542,0.002066833,0.003714763,0.002710928,0.001097612,0.002471867,0.001310557,0.002134853,0.0003041226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001238477,"about_ca_system_score_gemma":0.001136488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007464011,"about_ca_topic_score_gemma":0.000002073255,"domain_scores_codex":[0.99376,0.0006060434,0.0006642059,0.001920477,0.0007809874,0.00226828],"domain_scores_gemma":[0.9952294,0.001467606,0.000613998,0.001279287,0.0001965449,0.001213145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002896993,0.002402829,0.006995754,0.001778731,0.004639739,0.008669383,0.00155259,0.0001098825,0.00001350166,0.06586493,0.05110581,0.8565772],"study_design_scores_gemma":[0.001440415,0.0004222294,0.0003019639,0.001886507,0.001183492,0.000331718,0.00474717,0.0000106875,0.000007194669,0.003972562,0.983547,0.002149041],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.005999508,0.4541782,0.002335724,0.0001923834,0.0004108312,0.001327695,0.0100064,0.000634732,0.5249146],"genre_scores_gemma":[0.1657979,0.7629353,0.002456433,0.001439493,0.001055228,0.0001570956,0.02964479,0.001477403,0.03503637],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9324412,"threshold_uncertainty_score":0.9995662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009549449229188467,"score_gpt":0.2743697597392732,"score_spread":0.2648203105100848,"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."}}