{"id":"W4413733982","doi":"10.1038/s41467-025-63359-5","title":"Universal photonic processor for spatial mode decomposition","year":2025,"lang":"en","type":"article","venue":"Nature Communications","topic":"Optical Network Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Max Planck - University of Ottawa Centre for Extreme and Quantum Photonics","funders":"Horizon 2020 Framework Programme; Christian Doppler Forschungsgesellschaft; European Commission; Österreichische Nationalstiftung für Forschung, Technologie und Entwicklung","keywords":"Mode (computer interface); Computer science; Photonics; Decomposition; Physics; Optoelectronics; Biology; Operating system; Ecology","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":[0.0001985048,0.0003217146,0.0002098011,0.0004696211,0.0002945336,0.000701844,0.0007023049,0.0003123623,0.006882516],"category_scores_gemma":[0.0004489667,0.000147657,0.0001931402,0.0003693566,0.0003235577,0.0007467207,0.0005633262,0.0005418856,0.001348701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004356679,"about_ca_system_score_gemma":0.0004818467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000378438,"about_ca_topic_score_gemma":0.0006004823,"domain_scores_codex":[0.9997967,0.00001807659,0.00001377763,0.00005353536,0.00007753729,0.00004031607],"domain_scores_gemma":[0.9998205,0.00003585235,0.00002623254,0.00005388248,0.00005015517,0.00001341627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005236978,0.0002254903,0.0009403153,0.0002369749,0.00004340224,0.0002967705,0.0002463695,0.006541748,0.4922845,0.09801757,0.01288073,0.3877625],"study_design_scores_gemma":[0.000131432,0.0006336404,0.001336058,0.00008339431,0.00006496267,0.000961217,0.0001101268,0.2392643,0.5950428,0.02348682,0.1387942,0.00009097127],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1395452,0.001668309,0.7964675,0.0004977551,0.0005355821,0.0002649875,0.0006002195,0.01039593,0.05002451],"genre_scores_gemma":[0.6549824,0.0005052484,0.3231345,0.0005691815,0.0001386521,0.0002927154,0.0007743769,0.0003507561,0.01925206],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006882516,"threshold_uncertainty_score":0.02302432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00832186186618228,"score_gpt":0.3066732118923275,"score_spread":0.2983513500261452,"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."}}