{"meta":{"query_hash":"71a7f37bb114","filters":{"venue":"Diffractive Optics and Micro-Optics"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/71a7f37bb114","api":"https://metacan.xera.ac/api/v1/cohort?venue=Diffractive+Optics+and+Micro-Optics"},"results":[{"id":"W2029145059","doi":"10.1364/domo.2002.dmd2","title":"Multiplexing of arbitrary-shaped polygonal apertures with discrete phase levels to design computer-generated holograms","year":2002,"lang":"en","type":"article","venue":"Diffractive Optics and Micro-Optics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Holography; Computer-generated holography; Lithography; Electron-beam lithography; Optics; Fourier transform; Multiplexing; Computer science; Pixel; Beam (structure); Phase (matter); Diffraction efficiency; Materials science; Physics; Telecommunications; Resist","score_opus":0.03346237426595742,"score_gpt":0.2598747919268131,"score_spread":0.2264124176608557,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029145059","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3357426,0.00032416478,0.6628532,0.00016133595,0.00007678191,0.00031585706,0.000103090926,0.00030008997,0.0001228961],"genre_scores_gemma":[0.54631126,0.00013055048,0.45335364,0.00007976583,0.00003507134,0.000013198955,0.00001155959,0.000048023423,0.00001691093],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986264,0.0000230788,0.00032495605,0.0003675759,0.0001638102,0.0004941695],"domain_scores_gemma":[0.9990003,0.0003081821,0.00008431481,0.00031399104,0.00013195908,0.00016125829],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006510032,0.00038583067,0.00042719298,0.00016395956,0.00009579744,0.00008269928,0.00022911238,0.00015766559,0.000008797103],"category_scores_gemma":[0.00009397514,0.00033218318,0.000054993943,0.0002864782,0.00029623217,0.00020099225,0.000119241064,0.00040885017,0.0000055904175],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001405773,0.00039051674,0.00013761134,0.00008715894,0.0003562566,0.00010238811,0.00059981784,0.08031987,0.8943143,0.0023296431,0.00009963594,0.02112222],"study_design_scores_gemma":[0.0016098247,0.0006362325,0.0005017022,0.00009907441,0.000070761314,0.000040778566,0.00013688297,0.8624473,0.13325672,0.00050618924,0.00012282294,0.0005717185],"about_ca_topic_score_codex":0.0000030494032,"about_ca_topic_score_gemma":0.0000011932021,"teacher_disagreement_score":0.78212744,"about_ca_system_score_codex":0.000044158394,"about_ca_system_score_gemma":0.000009191062,"threshold_uncertainty_score":0.99991304},"labels":[],"label_agreement":null},{"id":"W2169951754","doi":"10.1364/domo.2000.dtud23","title":"A new trapezoidal topology for designing diffractive optical elements with the iterative simulated quenching optimization","year":2000,"lang":"en","type":"article","venue":"Diffractive Optics and Micro-Optics","topic":"Optical Coatings and Gratings","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Quenching (fluorescence); Degrees of freedom (physics and chemistry); Topology (electrical circuits); Iterative method; Topology optimization; Computer science; Diffraction; Optics; Materials science; Electronic engineering; Mathematical optimization; Algorithm; Physics; Mathematics; Engineering; Finite element method; Electrical engineering; Thermodynamics","score_opus":0.010157858323343004,"score_gpt":0.2558016811313082,"score_spread":0.24564382280796518,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169951754","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.70293844,0.00006474903,0.2932947,0.0010031351,0.00007916301,0.00085852464,0.000049529313,0.00005476467,0.0016569754],"genre_scores_gemma":[0.6148526,0.000070436974,0.38304684,0.0006132494,0.00021350048,0.000058831618,0.000041582818,0.000063974214,0.0010389538],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978418,0.00010857063,0.00047120522,0.00063500134,0.00027185815,0.0006715952],"domain_scores_gemma":[0.99782,0.0011098151,0.00028423843,0.0002512432,0.00030876268,0.00022592122],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00038016067,0.00041917572,0.00043536455,0.00006719051,0.0007302981,0.0005191851,0.0002416648,0.00019117154,0.00032426132],"category_scores_gemma":[0.00020000595,0.00028726412,0.00008785171,0.00018695442,0.0003099524,0.00048505032,0.000073029034,0.00038728057,0.00001722991],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021834336,0.00056039664,0.000320707,0.000077776145,0.0003225358,0.000036987363,0.009246413,0.09309518,0.8516843,0.025252666,0.00022210824,0.016997507],"study_design_scores_gemma":[0.010253173,0.005843902,0.0013527932,0.00034778155,0.0011600711,0.00015572847,0.007378372,0.6031321,0.3588768,0.0068201544,0.002088117,0.0025909934],"about_ca_topic_score_codex":0.000044620032,"about_ca_topic_score_gemma":0.000015068534,"teacher_disagreement_score":0.51003695,"about_ca_system_score_codex":0.0000743233,"about_ca_system_score_gemma":0.00012202777,"threshold_uncertainty_score":0.999958},"labels":[],"label_agreement":null},{"id":"W2324693009","doi":"10.1364/domo.2000.dmd5","title":"Modeling and testing phase mask stitching error for writing fiber gratings","year":2000,"lang":"en","type":"article","venue":"Diffractive Optics and Micro-Optics","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Image stitching; Computer science; Phase (matter); Optics; Materials science; Artificial intelligence; Physics","score_opus":0.022037461552890294,"score_gpt":0.2696328393083002,"score_spread":0.24759537775540988,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2324693009","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9528799,0.00045681803,0.044162974,0.000041983265,0.00008284837,0.0004067344,0.0000787943,0.0001896377,0.0017002937],"genre_scores_gemma":[0.6465807,0.00025783095,0.35250017,0.00005694019,0.00017893071,0.000026468511,0.000023555533,0.00012308754,0.00025231668],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99846,0.000012466878,0.00043554624,0.00041047414,0.00012479647,0.0005567413],"domain_scores_gemma":[0.99892515,0.0005061726,0.000067270485,0.00020131041,0.00012848548,0.00017159506],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016072653,0.00037614838,0.00035597384,0.000090793095,0.00032343506,0.00016952392,0.00009321782,0.00015226066,0.000014309857],"category_scores_gemma":[0.00018891084,0.00041168754,0.00005817725,0.00012740414,0.000073495576,0.00034256923,0.000044699605,0.00038744387,0.000006446897],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011499801,0.00016357923,0.00014899213,0.0003991797,0.00022922545,0.000041476487,0.0038615507,0.5898259,0.20797059,0.00096303,0.00002056702,0.19626085],"study_design_scores_gemma":[0.0014572573,0.00010372311,0.000038419952,0.00015144417,0.000102400496,0.000066755296,0.0012353819,0.9919706,0.0034004005,0.0007476663,0.00021008849,0.0005158933],"about_ca_topic_score_codex":0.000009513076,"about_ca_topic_score_gemma":0.0000020404234,"teacher_disagreement_score":0.4021446,"about_ca_system_score_codex":0.000056828943,"about_ca_system_score_gemma":0.000016402984,"threshold_uncertainty_score":0.9998335},"labels":[],"label_agreement":null}]}