{"id":"W2297793395","doi":"","title":"New Techniques in Digital Holography","year":2015,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Digital holography; Computer science; Holography; Optics; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001137716,0.0003306691,0.0003542907,0.0004082444,0.00004172701,0.0003109189,0.00124267,0.0003870776,0.00001627453],"category_scores_gemma":[0.001445293,0.0003705387,0.0001209995,0.0005131732,0.0002181138,0.0002505544,0.001308938,0.001030489,0.00002822301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001677787,"about_ca_system_score_gemma":0.00009898368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001347088,"about_ca_topic_score_gemma":0.0001847524,"domain_scores_codex":[0.9982664,0.0002438784,0.000398522,0.000492404,0.0002346098,0.0003641808],"domain_scores_gemma":[0.997072,0.0003906194,0.0001082969,0.001691478,0.0005937167,0.0001438859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008653872,0.0002928367,0.006262254,0.0002687847,0.0000968057,0.00003697352,0.002673475,0.001985366,0.001911787,0.05519237,0.0139475,0.9173232],"study_design_scores_gemma":[0.001099286,0.000001184902,0.003024132,0.005579996,0.0000589803,0.00003597479,0.0002797547,0.0528352,0.2264759,0.6200641,0.08787301,0.002672436],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.032802,0.002826128,0.8125204,0.003656832,0.0002369106,0.0005592691,0.00006143296,0.005966705,0.1413703],"genre_scores_gemma":[0.5441192,0.0006072068,0.4537052,0.00002142416,0.00002094042,0.00007442713,0.0001796838,0.00008600684,0.001185936],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9146507,"threshold_uncertainty_score":0.9998747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01304404132103442,"score_gpt":0.231962537641979,"score_spread":0.2189184963209446,"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."}}