{"id":"W4367681364","doi":"10.21203/rs.3.rs-2873735/v1","title":"Differentiable Holography","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"King Abdullah University of Science and Technology","keywords":"Holography; Differentiable function; Computer science; Physics; Mathematics; Pure mathematics; Optics","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":[0.0002393324,0.0005198075,0.0003999538,0.0009178656,0.0005031499,0.001555137,0.0003891883,0.0007059423,0.02095138],"category_scores_gemma":[0.0007200292,0.0002235297,0.0002844439,0.0005292721,0.001025919,0.002040715,0.001057915,0.002084317,0.003657787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006853042,"about_ca_system_score_gemma":0.0003487783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003590545,"about_ca_topic_score_gemma":0.0004024384,"domain_scores_codex":[0.999787,0.0000439539,0.000007216508,0.0000471499,0.00009261201,0.00002194379],"domain_scores_gemma":[0.9998006,0.00003667447,0.0000240039,0.00005955586,0.00004388677,0.00003540956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001446456,0.00001009605,0.00004039677,0.00002525972,0.000003293756,0.00002802176,0.00003524464,0.0003893514,0.00199248,0.9746833,0.004712907,0.01806517],"study_design_scores_gemma":[0.00001880211,0.00002865074,0.0004468892,0.00002062304,0.000006886356,0.0003115071,0.00004994754,0.01068933,0.004575714,0.9241161,0.05972048,0.00001511883],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06243225,0.002956305,0.2893187,0.004705057,0.001846651,0.00006243271,0.000826676,0.0008222532,0.6370296],"genre_scores_gemma":[0.5893981,0.002676139,0.05953097,0.001141577,0.001217435,0.00004566745,0.0007746862,0.0007082019,0.3445073],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02095138,"threshold_uncertainty_score":0.0700894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1141052508043839,"score_gpt":0.4029707292204128,"score_spread":0.2888654784160288,"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."}}