{"meta":{"query_hash":"da0d3dbb2fd2","filters":{"venue":"Photonic Metamaterials: From Random to Periodic"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/da0d3dbb2fd2","api":"https://metacan.xera.ac/api/v1/cohort?venue=Photonic+Metamaterials%3A+From+Random+to+Periodic"},"results":[{"id":"W1964129197","doi":"10.1364/meta.2007.thbpdp1","title":"Delocalization in dimensional crossover from one to three dimensions due to transverse disorder in random layered samples","year":2007,"lang":"en","type":"article","venue":"Photonic Metamaterials: From Random to Periodic","topic":"Random lasers and scattering media","field":"Physics and Astronomy","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":"University of British Columbia","funders":"","keywords":"Crossover; Transverse plane; Statistical physics; Delocalized electron; Condensed matter physics; Materials science; Physics; Computer science; Artificial intelligence; Engineering; Quantum mechanics","score_opus":0.01879624221479887,"score_gpt":0.25490510051408727,"score_spread":0.2361088582992884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964129197","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":[0.9283037,0.00014824259,0.06700268,0.00036156725,0.00095173303,0.002137572,0.00095539645,0.000046199682,0.00009287832],"genre_scores_gemma":[0.9938608,0.0000064587302,0.0041571357,0.00059461914,0.00029096668,0.00046635373,0.0005152445,0.00007145872,0.00003699556],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9961507,0.00028899603,0.0012607516,0.00093379006,0.00052088866,0.000844872],"domain_scores_gemma":[0.99789184,0.0007571731,0.0001425829,0.00060570874,0.00007775427,0.000524922],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013501797,0.0005204556,0.0015284409,0.00040316372,0.000193906,0.00024308318,0.00037153356,0.00013232528,0.0061444202],"category_scores_gemma":[0.00014859598,0.000477816,0.00023711995,0.0005711641,0.00006510632,0.00020137378,0.00014318146,0.00018822857,0.0003376248],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.03971294,0.00089555065,0.026935576,0.000023746608,0.00034763652,0.00007655021,0.010056122,0.023865841,0.89399874,0.00016973188,0.0003728278,0.0035447627],"study_design_scores_gemma":[0.25591826,0.00048108387,0.28104395,0.0013750886,0.0006126809,0.000004407453,0.0017753255,0.005092398,0.42247653,0.008053539,0.019228695,0.003938026],"about_ca_topic_score_codex":0.032664645,"about_ca_topic_score_gemma":0.017101567,"teacher_disagreement_score":0.47152218,"about_ca_system_score_codex":0.00011295476,"about_ca_system_score_gemma":0.0001400447,"threshold_uncertainty_score":0.99976736},"labels":[],"label_agreement":null},{"id":"W2008387912","doi":"10.1364/meta.2006.wd4","title":"Propagation in absorptive and dispersive metamaterials: a Hamiltonian approach","year":2006,"lang":"en","type":"article","venue":"Photonic Metamaterials: From Random to Periodic","topic":"Advanced Fiber Laser Technologies","field":"Physics and Astronomy","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":"University of Toronto","funders":"","keywords":"Metamaterial; Hamiltonian (control theory); Polariton; Physics; Wave propagation; Computational physics; Quantum mechanics; Optics; Mathematics; Mathematical optimization","score_opus":0.007946210909574952,"score_gpt":0.22520187121417662,"score_spread":0.21725566030460167,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2008387912","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":[0.9878915,0.00035826972,0.0077420333,0.00012087089,0.00027154834,0.0017052487,0.00048379815,0.00015510825,0.0012716044],"genre_scores_gemma":[0.9876354,0.000014299389,0.010477247,0.000039134575,0.00019637855,0.0011156038,0.00030438424,0.0000553797,0.00016222398],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99731034,0.000269448,0.0007622311,0.00085127517,0.0002485758,0.0005581006],"domain_scores_gemma":[0.99892205,0.00012222119,0.00027939398,0.00051625306,0.000060428545,0.00009962763],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005019182,0.00048031667,0.0010802472,0.0002549428,0.00016517876,0.00032662152,0.00032325054,0.00012284743,0.00072321895],"category_scores_gemma":[0.00004924042,0.00041270125,0.00012141464,0.00030257693,0.00020916699,0.0003863018,0.00020243018,0.0001581023,0.000083462284],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00086004223,0.0002170514,0.0022202865,0.00003870766,0.00015027434,0.000007789968,0.0016147069,0.00029387424,0.98996466,0.003196179,0.00007772404,0.0013587103],"study_design_scores_gemma":[0.010428399,0.00011314166,0.013406511,0.00010844243,0.00024620182,0.000004382238,0.002071037,0.0009736004,0.95300484,0.016276456,0.0023375335,0.0010294669],"about_ca_topic_score_codex":0.004267754,"about_ca_topic_score_gemma":0.00008688944,"teacher_disagreement_score":0.036959823,"about_ca_system_score_codex":0.00009401735,"about_ca_system_score_gemma":0.000061901694,"threshold_uncertainty_score":0.9998325},"labels":[],"label_agreement":null},{"id":"W2020856893","doi":"10.1364/meta.2006.wd28","title":"Negative Capacitance Effect in Impedance Spectroscopy","year":2006,"lang":"en","type":"article","venue":"Photonic Metamaterials: From Random to Periodic","topic":"Organic Electronics and Photovoltaics","field":"Engineering","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":"University of Victoria","funders":"","keywords":"Capacitance; Photocurrent; Dielectric spectroscopy; Universality (dynamical systems); Electrical impedance; Materials science; Optoelectronics; Spectroscopy; Photoconductivity; Free carrier; Electronic engineering; Condensed matter physics; Analytical Chemistry (journal); Physics; Chemistry; Engineering; Electrode; Quantum mechanics","score_opus":0.004561347732405882,"score_gpt":0.20835752245031897,"score_spread":0.2037961747179131,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020856893","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":[0.9927006,0.0027700113,0.0004131395,0.000039117236,0.0012164288,0.0010494838,0.00018901864,0.00028390443,0.0013383215],"genre_scores_gemma":[0.9977886,0.00025273,0.0010205857,0.000082242186,0.00030072153,0.00034265532,0.000043279666,0.00010270327,0.00006648116],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9975072,0.00021105754,0.0006757233,0.0005174563,0.00028080118,0.00080776826],"domain_scores_gemma":[0.9989312,0.00031404468,0.000082060935,0.0005141306,0.000028329323,0.00013021179],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007044488,0.00048678892,0.0010314898,0.00016347904,0.00009422719,0.00020540653,0.0003523436,0.00014982285,0.0011325971],"category_scores_gemma":[0.00010107162,0.00045784397,0.00014378851,0.00043168262,0.000057786317,0.00016182644,0.000029150639,0.00027365523,0.0002909198],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040294585,0.000023359433,0.0002744852,0.000048422837,0.00005108986,0.000018997638,0.00041988184,0.0010466794,0.99705285,0.0000631931,0.0005407945,0.000057277633],"study_design_scores_gemma":[0.0045525585,0.00012730835,0.000957737,0.00007069577,0.00005151621,0.0000040449804,0.000014720485,0.0019274566,0.9876536,0.0022600598,0.0018982554,0.00048206034],"about_ca_topic_score_codex":0.0025388328,"about_ca_topic_score_gemma":0.0016636808,"teacher_disagreement_score":0.0093992865,"about_ca_system_score_codex":0.00037526575,"about_ca_system_score_gemma":0.00006881988,"threshold_uncertainty_score":0.99978733},"labels":[],"label_agreement":null},{"id":"W2059644500","doi":"10.1364/meta.2006.thd3","title":"Observation of discrete nonlinear X-waves","year":2006,"lang":"en","type":"article","venue":"Photonic Metamaterials: From Random to Periodic","topic":"Nonlinear Photonic Systems","field":"Physics and Astronomy","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":"Institut National de la Recherche Scientifique","funders":"","keywords":"Nonlinear system; Dispersion (optics); Waveguide; Physics; Nonlinear Schrödinger equation; Computational physics; Term (time); Mechanics; Mathematical analysis; Classical mechanics; Optics; Mathematics; Quantum mechanics","score_opus":0.015813949301622006,"score_gpt":0.2518310848470202,"score_spread":0.23601713554539822,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059644500","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":[0.9917322,0.00022777542,0.0011019026,0.000069555135,0.0009988105,0.0010137277,0.001367495,0.00006740302,0.0034211392],"genre_scores_gemma":[0.9863899,0.0000039651004,0.009749557,0.000041624015,0.0018365808,0.00021442016,0.00083076727,0.000063601336,0.0008695931],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9972463,0.00027760307,0.0011243956,0.0005263348,0.0004016203,0.0004237168],"domain_scores_gemma":[0.99840915,0.00018135941,0.0004529305,0.0007063288,0.00012519649,0.00012504101],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006744684,0.00036861788,0.0010590081,0.00011742482,0.0001235519,0.00016452075,0.00037762077,0.00007803322,0.005923751],"category_scores_gemma":[0.00003617261,0.000318598,0.0002955506,0.0002497059,0.00008957709,0.00019191175,0.00010072515,0.000093894196,0.0003431576],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005527243,0.0001647557,0.0075090765,0.00004492102,0.00021134308,0.0000024526282,0.00049782766,0.00013228845,0.98920363,0.00041075103,0.0004017191,0.0008685291],"study_design_scores_gemma":[0.006125034,0.000077212106,0.0044643753,0.0001230189,0.00020417021,0.0000013909043,0.0001756862,0.0018719024,0.9439131,0.0010519726,0.04148484,0.0005072752],"about_ca_topic_score_codex":0.014466521,"about_ca_topic_score_gemma":0.00006550149,"teacher_disagreement_score":0.045290492,"about_ca_system_score_codex":0.000042494754,"about_ca_system_score_gemma":0.00014316614,"threshold_uncertainty_score":0.9999266},"labels":[],"label_agreement":null},{"id":"W2326233053","doi":"10.1364/meta.2007.mb4","title":"Anderson localization, wave diffusion and the effect of nonlinearity in randomized photonic lattices","year":2007,"lang":"en","type":"article","venue":"Photonic Metamaterials: From Random to Periodic","topic":"Nonlinear Photonic Systems","field":"Physics and Astronomy","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":"Institut National de la Recherche Scientifique","funders":"","keywords":"Anderson localization; Photonics; Nonlinear system; Physics; Diffusion; Statistical physics; Condensed matter physics; Quantum mechanics","score_opus":0.009045312025753127,"score_gpt":0.25550566694439797,"score_spread":0.24646035491864485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2326233053","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":[0.99005014,0.0011440358,0.0026417293,0.00006613139,0.0007105031,0.004161404,0.00012781746,0.000036966536,0.0010612803],"genre_scores_gemma":[0.9984555,0.00006121102,0.00045702676,0.00006419139,0.00038367778,0.0003459931,0.00011482098,0.000047707486,0.00006987307],"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","domain_scores_codex":[0.994748,0.0021340637,0.0015363541,0.0006044913,0.00045550003,0.00052160985],"domain_scores_gemma":[0.99493116,0.003597997,0.0006053177,0.00061169727,0.00008469762,0.00016912827],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.010288919,0.0004764606,0.002710478,0.00021532227,0.0001915467,0.0001831556,0.00030819103,0.00012886549,0.001625857],"category_scores_gemma":[0.0004271151,0.00029142972,0.0003870857,0.00035844065,0.0005071498,0.00014153232,0.00016847605,0.0001995115,0.000029919449],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.63450426,0.00057507184,0.031389102,0.00068751624,0.002078226,0.000032159867,0.022670062,0.0002451339,0.29770985,0.0010146117,0.000094821095,0.008999188],"study_design_scores_gemma":[0.53429633,0.00017653621,0.00080352457,0.00036229633,0.00072166225,0.0000053943454,0.000563518,0.0291473,0.43128726,0.0005587183,0.0015123085,0.00056517543],"about_ca_topic_score_codex":0.0128546385,"about_ca_topic_score_gemma":0.00034160333,"teacher_disagreement_score":0.1335774,"about_ca_system_score_codex":0.00005868891,"about_ca_system_score_gemma":0.00008827564,"threshold_uncertainty_score":0.9999538},"labels":[],"label_agreement":null},{"id":"W2332533720","doi":"10.1364/meta.2007.tha4","title":"Localization of Sound in an Open Three-Dimensional System","year":2007,"lang":"en","type":"article","venue":"Photonic Metamaterials: From Random to Periodic","topic":"Random lasers and scattering media","field":"Physics and Astronomy","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":"University of Manitoba","funders":"","keywords":"Measure (data warehouse); Ultrasonic sensor; Sound transmission class; Acoustics; Transmission (telecommunications); Computer science; Sound (geography); Physics; Telecommunications; Data mining","score_opus":0.022882258025781383,"score_gpt":0.27999923142748645,"score_spread":0.2571169734017051,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2332533720","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":[0.9747719,0.00007417284,0.022562213,0.000016042984,0.0007864746,0.0011036117,0.00017016177,0.000025981413,0.0004894403],"genre_scores_gemma":[0.998063,5.856144e-7,0.0012583161,0.00005668514,0.00021902044,0.00012097454,0.0002253431,0.000033767825,0.00002227991],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99780494,0.00020732517,0.00088283134,0.00044645715,0.0002893207,0.00036912816],"domain_scores_gemma":[0.9988346,0.00016820268,0.00024731582,0.00047193366,0.00007839269,0.00019956999],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019155758,0.00025088034,0.00091678184,0.00014901576,0.0001120819,0.0002246839,0.0005004734,0.00006600309,0.0021853864],"category_scores_gemma":[0.000020424613,0.00021418948,0.00009144133,0.00020572927,0.00006282256,0.0002654509,0.00015703663,0.00007628375,0.00006579097],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.019645805,0.0010241013,0.111394115,0.00022089876,0.00050804677,0.000056947185,0.005670244,0.007608365,0.84584904,0.0020589912,0.00033899976,0.005624433],"study_design_scores_gemma":[0.08797857,0.00078492286,0.03540356,0.0011886039,0.0005460792,0.000009880063,0.0025315098,0.02440945,0.83500826,0.0065744026,0.0034222703,0.00214247],"about_ca_topic_score_codex":0.0071408246,"about_ca_topic_score_gemma":0.000959854,"teacher_disagreement_score":0.07599056,"about_ca_system_score_codex":0.00005628778,"about_ca_system_score_gemma":0.00009184976,"threshold_uncertainty_score":0.9994707},"labels":[],"label_agreement":null},{"id":"W2332719089","doi":"10.1364/meta.2006.mc3","title":"Three-Dimensional Silicon Photonic Crystals from Polymer Templates: Single versus Double Inversion","year":2006,"lang":"en","type":"article","venue":"Photonic Metamaterials: From Random to Periodic","topic":"Photonic Crystals and Applications","field":"Physics and Astronomy","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":"University of Toronto","funders":"","keywords":"Template; Photonic crystal; Silicon; Materials science; Photonics; Inversion (geology); Polymer; Silicon photonics; Optoelectronics; Inverse; Nanotechnology; Composite material","score_opus":0.02425712810710727,"score_gpt":0.2521883489936778,"score_spread":0.22793122088657053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2332719089","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":[0.99025595,0.0012157987,0.0006290643,0.00022156927,0.0012384314,0.001504122,0.0025350903,0.0001887488,0.0022111936],"genre_scores_gemma":[0.9949751,0.0000072763805,0.00080869405,0.00016523578,0.0007397162,0.00072411395,0.002208076,0.00010023036,0.00027159243],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.996146,0.00012768044,0.0010949369,0.0012038302,0.0005756976,0.00085183757],"domain_scores_gemma":[0.9976375,0.0004193921,0.00042954762,0.0010957954,0.00011007618,0.0003076541],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00038208358,0.000702471,0.0012028615,0.00016173154,0.00057861,0.00051845826,0.00060086127,0.00017724052,0.023891032],"category_scores_gemma":[0.000012047146,0.00064692245,0.00046503005,0.00034731106,0.00017064532,0.00032051813,0.0002872927,0.00021853276,0.0009493559],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003045118,0.00041911844,0.00027678494,0.000008015614,0.00028118712,0.0000048794395,0.00016151415,0.0001550564,0.9918003,0.0003066172,0.0032527647,0.0002886313],"study_design_scores_gemma":[0.019642705,0.00012348956,0.0003492153,0.00008249841,0.0003713396,0.000001218429,0.00012723054,0.0010331956,0.9408968,0.0026527909,0.033888143,0.0008313566],"about_ca_topic_score_codex":0.060062412,"about_ca_topic_score_gemma":0.0010392374,"teacher_disagreement_score":0.059023175,"about_ca_system_score_codex":0.00017143773,"about_ca_system_score_gemma":0.00023970185,"threshold_uncertainty_score":0.9998285},"labels":[],"label_agreement":null}]}