{"meta":{"query_hash":"12d1413d5d3f","filters":{"venue":"Advanced Photonics Congress"},"cohort_total":21,"direct_labels_cover":0,"predictions_cover":21,"exported":21,"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/12d1413d5d3f","api":"https://metacan.xera.ac/api/v1/cohort?venue=Advanced+Photonics+Congress"},"results":[{"id":"W1981251366","doi":"10.1364/bgpp.2012.bw4e.1","title":"100 nm Wide Fiber Bragg Grating Dispersion Compensator Around Zero Dispersion Wavelength","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","topic":"Optical Coherence Tomography Applications","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":"TeraXion (Canada)","funders":"","keywords":"Fiber Bragg grating; Materials science; Dispersion-shifted fiber; Optics; Dispersion (optics); Wavelength; Zero-dispersion wavelength; PHOSFOS; Graded-index fiber; Modal dispersion; Bandwidth (computing); Optical fiber; Optoelectronics; Fiber optic sensor; Physics; Telecommunications; Computer science","score_opus":0.01160736925883292,"score_gpt":0.2437869323366881,"score_spread":0.2321795630778552,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1981251366","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":[0.9849667,0.0013088172,0.0028855947,0.00006262825,0.0008511683,0.0006901388,0.000078265235,0.0005996198,0.008557096],"genre_scores_gemma":[0.98323303,0.00023040044,0.01585412,0.0000854197,0.000042551277,0.0001330312,0.00007240004,0.00008559361,0.0002634481],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981951,0.00003292,0.0003700087,0.00033776407,0.00031351607,0.000750699],"domain_scores_gemma":[0.9985056,0.00035304588,0.00008385624,0.00061529473,0.00009136252,0.00035086492],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015194838,0.00034984047,0.00031566038,0.0001037738,0.00024441702,0.0000711361,0.00032853897,0.00015190666,0.00026281358],"category_scores_gemma":[0.00006235335,0.00035013334,0.00014426111,0.00045213345,0.0001334311,0.0007294427,0.00009274536,0.0004290072,0.0002442505],"study_design_candidate":"simulation_or_modeling","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":[0.00045056746,0.0022383262,0.07897372,0.0016497399,0.0011986356,0.00005847664,0.005281224,0.14699173,0.29971698,0.08150672,0.00872126,0.3732126],"study_design_scores_gemma":[0.0036974046,0.00025877412,0.0125679355,0.000702275,0.000313321,0.000054086246,0.0012916623,0.5265264,0.12465697,0.003108773,0.32309178,0.0037306354],"about_ca_topic_score_codex":0.000012256503,"about_ca_topic_score_gemma":0.000014229375,"teacher_disagreement_score":0.37953466,"about_ca_system_score_codex":0.00014359869,"about_ca_system_score_gemma":0.000017203423,"threshold_uncertainty_score":0.9998951},"labels":[],"label_agreement":null},{"id":"W1998503289","doi":"10.1364/iprsn.2012.im2b.2","title":"Simulation and Optimization of Photonic Integrated Circuits","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lumerical Solutions (Canada)","funders":"","keywords":"Photonic integrated circuit; Photonics; Electronic circuit; Electronic engineering; Computer science; Integrated circuit; Electrical engineering; Engineering; Materials science; Optoelectronics","score_opus":0.012122314570692598,"score_gpt":0.2509282725560838,"score_spread":0.2388059579853912,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998503289","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":[0.93095887,0.00580075,0.052796066,0.000005399339,0.000959185,0.00045112838,0.00004222251,0.00029637717,0.008689974],"genre_scores_gemma":[0.9900485,0.00042528036,0.009387383,0.000024159499,0.0000075066187,0.000019373836,0.000026655174,0.000030349942,0.000030756783],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992231,0.00001524729,0.00024555682,0.00012366011,0.00011908598,0.00027336116],"domain_scores_gemma":[0.9993938,0.00017450853,0.00005764665,0.00017600207,0.000085940264,0.000112060145],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010070383,0.00015208151,0.00021397676,0.00006585175,0.000033993572,0.000013556295,0.000086165885,0.00009392292,0.000077976685],"category_scores_gemma":[0.000064775406,0.00014905742,0.000032303724,0.0002004376,0.000060574712,0.00043289675,0.000022724673,0.00012831317,0.000004969928],"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":[0.000007843861,0.000020199946,0.00025928405,0.00007209962,0.000026197971,4.357544e-7,0.00016063388,0.9916719,0.0037738855,0.00086151,0.0000018516174,0.0031441296],"study_design_scores_gemma":[0.00038367562,0.000020761428,0.00021300733,0.000053436353,0.000023374778,0.000001926325,0.00005910383,0.9681905,0.028649146,0.000059919108,0.0021776583,0.00016749666],"about_ca_topic_score_codex":0.000003868682,"about_ca_topic_score_gemma":0.00000338727,"teacher_disagreement_score":0.05908964,"about_ca_system_score_codex":0.00004378257,"about_ca_system_score_gemma":0.000013630346,"threshold_uncertainty_score":0.6078386},"labels":[],"label_agreement":null},{"id":"W2002267609","doi":"10.1364/anic.2012.jtu5a.37","title":"Tunable Wavelength Broadcasting in a PPLN with Multiple QPM Peaks","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Wavelength-division multiplexing; Wavelength; Broadcasting (networking); Aperiodic graph; Materials science; Nonlinear optics; SIGNAL (programming language); Optoelectronics; Optics; Lithium niobate; Nonlinear system; Computer science; Physics; Computer network; Mathematics","score_opus":0.00847289079598007,"score_gpt":0.2167408638282551,"score_spread":0.20826797303227504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002267609","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":[0.9652091,0.0023489655,0.00049986143,0.000010229223,0.0005539788,0.00037291483,0.000017459688,0.00030307015,0.03068437],"genre_scores_gemma":[0.98589617,0.00023474236,0.013417902,0.00006491104,0.000024931578,0.0001038956,0.000012554397,0.00006770172,0.00017719406],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99841446,0.000018357932,0.00027874616,0.00023787524,0.00019927257,0.00085129216],"domain_scores_gemma":[0.99915725,0.00021631268,0.00004750246,0.00032136013,0.000046214656,0.00021138396],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016490323,0.00027003957,0.00031675163,0.000085028725,0.00006434965,0.00003313258,0.00021019387,0.00010212857,0.00006782273],"category_scores_gemma":[0.000064348846,0.00024237859,0.0000434262,0.0003019118,0.000059198475,0.0005811098,0.00005479171,0.00038822935,0.00004885525],"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":[0.0010593111,0.0013130141,0.16014884,0.002460783,0.00066378736,0.00049293437,0.009394777,0.60304815,0.063917734,0.019018862,0.00033721756,0.13814463],"study_design_scores_gemma":[0.0029360433,0.00008513836,0.005809583,0.00036901477,0.000033297103,0.00005041182,0.0006107735,0.8961431,0.04572943,0.000139586,0.047170077,0.0009235913],"about_ca_topic_score_codex":0.000037716047,"about_ca_topic_score_gemma":0.00020821218,"teacher_disagreement_score":0.29309493,"about_ca_system_score_codex":0.00012159769,"about_ca_system_score_gemma":0.000026310703,"threshold_uncertainty_score":0.9883912},"labels":[],"label_agreement":null},{"id":"W2004377286","doi":"10.1364/bgpp.2012.bm2d.1","title":"Monolithic Fiber Lasers for the Mid-Infrared","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","topic":"Photonic Crystal and Fiber Optics","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":"Université Laval","funders":"","keywords":"Fiber laser; Materials science; Fiber Bragg grating; Optoelectronics; Laser; Optical fiber; Photonic-crystal fiber; Optics; Fiber; Fluoride; Plastic optical fiber; Polarization-maintaining optical fiber; Raman spectroscopy; Fiber optic sensor; Composite material; Chemistry; Physics","score_opus":0.01246861638215492,"score_gpt":0.2350620347978195,"score_spread":0.2225934184156646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004377286","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":[0.88974303,0.03553697,0.008765902,0.00030840616,0.014719777,0.0042522773,0.00069239095,0.001967034,0.04401423],"genre_scores_gemma":[0.98745275,0.000756047,0.0071075717,0.00021503189,0.00009593025,0.00052780274,0.000037478523,0.00011300441,0.0036943736],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99887353,0.000008766208,0.00022386716,0.00015201501,0.00013641875,0.0006053949],"domain_scores_gemma":[0.9989602,0.00033503398,0.00004376461,0.00045912495,0.000060330272,0.00014153078],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015402671,0.00021979392,0.00019807115,0.000033144657,0.00014089068,0.000036285983,0.0002833449,0.00010431667,0.00010305581],"category_scores_gemma":[0.000039758805,0.00017278954,0.00011870855,0.00013806435,0.0000693341,0.0002656122,0.00004743491,0.00022674887,0.000053386913],"study_design_candidate":"not_applicable","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":[0.00101475,0.0006476636,0.001385239,0.002025492,0.002592533,0.00003138312,0.014510864,0.6749236,0.11277593,0.017915964,0.04062941,0.13154718],"study_design_scores_gemma":[0.00093927444,0.000030838568,0.00011951004,0.000032621458,0.000065276334,0.000012514588,0.0002686544,0.09771364,0.049473375,0.0009062882,0.8500354,0.00040259882],"about_ca_topic_score_codex":0.0000018611371,"about_ca_topic_score_gemma":0.0000053197014,"teacher_disagreement_score":0.809406,"about_ca_system_score_codex":0.00007981023,"about_ca_system_score_gemma":0.000020551883,"threshold_uncertainty_score":0.7046153},"labels":[],"label_agreement":null},{"id":"W2011203054","doi":"10.1364/bgpp.2012.bw2e.4","title":"Continuously Tunable Chirped Microwave Pulse Generation Using an Optically Pumped Tilted Fiber Bragg Grating","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","topic":"Advanced Photonic Communication Systems","field":"Engineering","cited_by":3,"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 Ottawa","funders":"","keywords":"Fiber Bragg grating; Materials science; Chirp; Ytterbium; PHOSFOS; Optics; Microwave; Waveform; Optoelectronics; Erbium; Grating; Optical fiber; Dispersion-shifted fiber; Laser; Fiber optic sensor; Doping; Physics; Telecommunications; Computer science; Wavelength; Radar","score_opus":0.03526195749994788,"score_gpt":0.28009013568173474,"score_spread":0.24482817818178687,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011203054","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":[0.9730952,0.0031509644,0.016282432,0.00000977403,0.00146907,0.0009944262,0.000057089987,0.00069464854,0.0042464426],"genre_scores_gemma":[0.893634,0.0001604793,0.105174474,0.00006749423,0.00012273138,0.00015157514,0.00019495824,0.0001748817,0.0003193967],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99730855,0.00015409788,0.0008250039,0.0004300379,0.00033656028,0.00094573555],"domain_scores_gemma":[0.99753374,0.00015319863,0.00025155308,0.0013935814,0.00029163135,0.0003763258],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00045677638,0.00048571939,0.000546326,0.000096509575,0.00031016403,0.0001459541,0.0005316983,0.0002279528,0.00028827114],"category_scores_gemma":[0.00010665809,0.0005490148,0.00011499455,0.0003210389,0.00009065254,0.0020282452,0.00013714436,0.0004459414,0.000050089544],"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":[0.000029388457,0.00011936334,0.00017641042,0.00006200815,0.00009152808,0.000005226944,0.0009996765,0.12027336,0.87298685,0.0004251386,0.000044369655,0.004786677],"study_design_scores_gemma":[0.0011921917,0.0000425085,0.000089026515,0.0000956332,0.000053563723,0.000082895756,0.0003806331,0.6969062,0.29277626,0.000058702324,0.007534804,0.00078754086],"about_ca_topic_score_codex":0.00006372665,"about_ca_topic_score_gemma":0.00014749083,"teacher_disagreement_score":0.58021057,"about_ca_system_score_codex":0.00043243877,"about_ca_system_score_gemma":0.00006528576,"threshold_uncertainty_score":0.99969614},"labels":[],"label_agreement":null},{"id":"W2015597248","doi":"10.1364/bgpp.2012.btu2e.5","title":"Transverse load tilted fiber Bragg grating sensor with variable sensitivity","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","topic":"Advanced Fiber Optic Sensors","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":"Carleton University","funders":"","keywords":"Fiber Bragg grating; Materials science; Transverse plane; Sensitivity (control systems); PHOSFOS; Optics; Fiber optic sensor; Fiber; Optoelectronics; Graded-index fiber; Physics; Electronic engineering; Composite material; Structural engineering; Engineering","score_opus":0.007640369174140445,"score_gpt":0.21405228145755203,"score_spread":0.2064119122834116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2015597248","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":[0.9531786,0.000720237,0.023289343,0.000024224968,0.0013757307,0.00080757553,0.00015627548,0.001353591,0.019094445],"genre_scores_gemma":[0.8000672,0.0000691568,0.19793953,0.000098449826,0.00006721555,0.000056816516,0.000033546647,0.00020521611,0.0014628806],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99785084,0.000055840203,0.00033162802,0.00037010456,0.0003934938,0.0009980787],"domain_scores_gemma":[0.99846596,0.00034739674,0.0000904877,0.0006071705,0.000190562,0.0002984555],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024715957,0.0004622732,0.00044604798,0.00007164555,0.00014097655,0.000036609264,0.00012668206,0.00017040448,0.00021228904],"category_scores_gemma":[0.000077380784,0.00045161488,0.00007381928,0.00042958307,0.00011177173,0.00083186873,0.000029716113,0.0004934282,0.00011542245],"study_design_candidate":"simulation_or_modeling","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":[0.00019052354,0.000104739534,0.00048065282,0.00018220767,0.00024829953,0.00012258158,0.0013770238,0.84129494,0.14970443,0.0007609902,0.00015496272,0.005378633],"study_design_scores_gemma":[0.005775101,0.00017824602,0.0004245192,0.00049145124,0.0003013035,0.0007238327,0.0011189078,0.34832606,0.49779296,0.00018096223,0.14171547,0.0029712073],"about_ca_topic_score_codex":0.000017054277,"about_ca_topic_score_gemma":0.000038379792,"teacher_disagreement_score":0.49296892,"about_ca_system_score_codex":0.00026113822,"about_ca_system_score_gemma":0.00005185929,"threshold_uncertainty_score":0.9997936},"labels":[],"label_agreement":null},{"id":"W2025998962","doi":"10.1364/bgpp.2012.bm2d.5","title":"Reflection Characteristics of Type II FBG Made With Femtosecond Radiation","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","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":"Communications Research Centre Canada","funders":"","keywords":"Citation; Femtosecond; Reflection (computer programming); Publishing; Photonics; Optoelectronics; Computer science; Optics; Physics; World Wide Web; Laser; Political science","score_opus":0.010029092303546611,"score_gpt":0.24184693916776281,"score_spread":0.2318178468642162,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025998962","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":[0.99226195,0.00074696244,0.001601176,0.0000061289084,0.0016226678,0.00024811664,0.000026069387,0.00019782188,0.0032890982],"genre_scores_gemma":[0.98350567,0.00033334424,0.015602311,0.000025891055,0.000046508943,0.000019848556,0.000047304555,0.000070981936,0.0003481675],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990533,0.000012873713,0.00027502302,0.00015089285,0.00015752084,0.00035039466],"domain_scores_gemma":[0.9992757,0.000062382634,0.0001296476,0.00031702395,0.00011317846,0.00010209679],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007121041,0.0001951895,0.00026021272,0.00008578335,0.00006522879,0.000008108639,0.00010038116,0.000098243756,0.00008266625],"category_scores_gemma":[0.000040607083,0.00019624642,0.000030139548,0.00027774292,0.000050928375,0.00042320124,0.000021390333,0.0002013595,0.000016712465],"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":[0.0009334633,0.00033730254,0.016816355,0.0006812044,0.00056358764,0.000017734073,0.004634426,0.17895561,0.66682047,0.0044187116,0.00030593982,0.12551521],"study_design_scores_gemma":[0.0027224405,0.0006170744,0.018142998,0.00022102226,0.00015867369,0.00009338628,0.00033411197,0.048035644,0.8466275,0.00019689898,0.081561856,0.0012884414],"about_ca_topic_score_codex":0.0000016050743,"about_ca_topic_score_gemma":0.0000030973606,"teacher_disagreement_score":0.17980699,"about_ca_system_score_codex":0.000111459936,"about_ca_system_score_gemma":0.000017382183,"threshold_uncertainty_score":0.80026966},"labels":[],"label_agreement":null},{"id":"W2030632235","doi":"10.1364/bgpp.2012.bm2d.2","title":"Fiber Bragg grating operating in the visible range written with 400 nm femtosecond pulses and a phase-mask","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","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":"Fiber Bragg grating; Femtosecond; Materials science; PHOSFOS; Optics; Optoelectronics; Fiber laser; Grating; Laser; Fiber; Plastic optical fiber; Fiber optic sensor; Wavelength; Physics","score_opus":0.010819835506933433,"score_gpt":0.25389479716273966,"score_spread":0.24307496165580622,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030632235","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":[0.9906442,0.0036451782,0.00041990945,0.00004876232,0.00023645078,0.00064745033,0.000034905843,0.00016212823,0.0041610133],"genre_scores_gemma":[0.97546995,0.00017270121,0.02363504,0.00020299456,0.000046210705,0.00016893742,0.000017433691,0.00009658061,0.00019015522],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983461,0.000054108925,0.0003555417,0.00030527942,0.0002309819,0.00070798595],"domain_scores_gemma":[0.99890375,0.00041772798,0.000077866694,0.00042930746,0.000049266124,0.00012206031],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028088788,0.00034975694,0.00035596892,0.000093848656,0.0001670031,0.00010186554,0.0002350334,0.00009721589,0.00007799539],"category_scores_gemma":[0.00006888166,0.00026789514,0.000037264752,0.00035232084,0.00010161431,0.000894207,0.00004746934,0.0004772571,0.000011849509],"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":[0.000503735,0.0010030083,0.03793633,0.0014270139,0.0007219307,0.00047613037,0.06613847,0.5508255,0.12013914,0.0043749795,0.00048793486,0.21596588],"study_design_scores_gemma":[0.044070087,0.0015821168,0.010407897,0.002591546,0.00044681784,0.0018157341,0.035765197,0.5673876,0.20843107,0.0010630024,0.11889726,0.007541716],"about_ca_topic_score_codex":0.000013705461,"about_ca_topic_score_gemma":0.00009073097,"teacher_disagreement_score":0.20842417,"about_ca_system_score_codex":0.000062738065,"about_ca_system_score_gemma":0.000017290598,"threshold_uncertainty_score":0.99997735},"labels":[],"label_agreement":null},{"id":"W2036335287","doi":"10.1364/iprsn.2012.itu4b.3","title":"Long Period Gratings based on silica PLCs for optical signal processing applications","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","topic":"Advanced Fiber Optic Sensors","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":"Communications Research Centre Canada","funders":"","keywords":"Cladding (metalworking); Materials science; Refractive index; Planar; Optics; Fabrication; SIGNAL (programming language); Waveguide; Signal processing; Modulation (music); Diffraction grating; Optoelectronics; Computer science; Grating; Digital signal processing; Computer hardware; Acoustics; Physics","score_opus":0.010510250091468555,"score_gpt":0.25735975105543357,"score_spread":0.24684950096396502,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2036335287","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":[0.14852458,0.0016025493,0.837936,0.00013637816,0.0006633548,0.003108053,0.00011743545,0.0014109161,0.0065007685],"genre_scores_gemma":[0.805677,0.000012495808,0.19255783,0.00015033194,0.00008203527,0.0012413309,0.000052749296,0.00012813663,0.0000980734],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982981,0.000009482056,0.00034946745,0.00034586806,0.0002543001,0.00074275915],"domain_scores_gemma":[0.9987922,0.00032131758,0.00008423774,0.00040547035,0.00014121732,0.00025561143],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012658427,0.00033592974,0.00030691986,0.00009295686,0.00021600992,0.000053645177,0.0002369532,0.00014773637,0.00003356582],"category_scores_gemma":[0.00005454044,0.00035547104,0.00010536547,0.0002593291,0.00010699312,0.00036193148,0.000023397659,0.00031294837,0.000027373104],"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":[0.00016324512,0.00024736783,0.00039462346,0.0004094204,0.000048863563,0.0000056174267,0.0004705345,0.82392544,0.037237514,0.0042216163,0.000078305595,0.13279745],"study_design_scores_gemma":[0.0013184384,0.00010402439,0.00013774776,0.00012887559,0.000052609994,0.00001442091,0.00015734682,0.8742301,0.094039,0.00020347853,0.028910385,0.0007036067],"about_ca_topic_score_codex":2.7365255e-7,"about_ca_topic_score_gemma":0.0000022798092,"teacher_disagreement_score":0.6571524,"about_ca_system_score_codex":0.00016144285,"about_ca_system_score_gemma":0.000042250496,"threshold_uncertainty_score":0.99988973},"labels":[],"label_agreement":null},{"id":"W2037946371","doi":"10.1364/bgpp.2012.btu2e.1","title":"Plasmons and Nanoparticle Coatings on Optical Fibers: Playing with Tilted Fiber Bragg Gratings","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Materials science; Fiber Bragg grating; PHOSFOS; Plasmon; Cladding (metalworking); Cladding mode; Optics; Long-period fiber grating; Optical fiber; Optoelectronics; Narrowband; Grating; Fiber optic sensor; Polarization-maintaining optical fiber; Composite material; Physics; Wavelength","score_opus":0.008907921908889312,"score_gpt":0.22342069396663622,"score_spread":0.2145127720577469,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037946371","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":[0.99377763,0.00032522593,0.0002981404,0.000035947935,0.00031375512,0.0003661739,0.000017763883,0.0004708465,0.0043944926],"genre_scores_gemma":[0.932599,0.000039573482,0.06671896,0.00013491006,0.000023159962,0.00007222627,0.000010382945,0.00011858171,0.00028317943],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99824286,0.000018717334,0.00031160185,0.0003424123,0.00028310897,0.0008013021],"domain_scores_gemma":[0.9986924,0.00045103644,0.000080297534,0.00038303385,0.000064211155,0.00032900443],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011408523,0.00037032663,0.00034398853,0.000075795564,0.0001687471,0.000055794215,0.00013992381,0.000121258636,0.00005917626],"category_scores_gemma":[0.000102637685,0.00034230974,0.000038697443,0.00024276298,0.00016791422,0.00058092474,0.000053094816,0.00039462233,0.00007107236],"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":[0.0010365231,0.00044198855,0.01584288,0.0004885618,0.00041613335,0.00018176186,0.0076200413,0.45764825,0.4769946,0.010521173,0.0006783486,0.02812976],"study_design_scores_gemma":[0.0040703285,0.00049100764,0.0018411793,0.00052217394,0.0001221012,0.00024266887,0.00090830977,0.13739072,0.8429913,0.00019906221,0.009562978,0.0016581721],"about_ca_topic_score_codex":0.0000033582664,"about_ca_topic_score_gemma":0.0000102464455,"teacher_disagreement_score":0.36599672,"about_ca_system_score_codex":0.000092372466,"about_ca_system_score_gemma":0.000014175647,"threshold_uncertainty_score":0.9999029},"labels":[],"label_agreement":null},{"id":"W2053670157","doi":"10.1364/sof.2012.sm4e.1","title":"Nonlinear Frequency Generation in Poled Fibers: From Sum-Frequency to Polarization-Entangled Photon Pairs","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","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":"Sum-frequency generation; Polarization (electrochemistry); Physics; Nonlinear system; Photon; Nonlinear optics; Frequency conversion; Photon entanglement; Optics; Optoelectronics; Quantum mechanics; Quantum entanglement; Quantum; Electrical engineering; Chemistry; Engineering","score_opus":0.013244088212989363,"score_gpt":0.2602542571241794,"score_spread":0.24701016891119001,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2053670157","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":[0.98627776,0.00054096046,0.008970127,0.00018190515,0.0009086773,0.0009750842,0.00050540833,0.00023798937,0.0014020676],"genre_scores_gemma":[0.8501979,0.00001800124,0.14803332,0.00022241572,0.00014073898,0.00026645724,0.00089626614,0.00007066281,0.00015423157],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99765813,0.000066939196,0.00057945016,0.0006058339,0.00028578096,0.00080384867],"domain_scores_gemma":[0.9984846,0.00010881924,0.00025190666,0.00081154983,0.00014692405,0.00019617214],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000136053,0.000421457,0.00043656005,0.00022144032,0.00015360443,0.00006225696,0.0004645909,0.00016487579,0.00038451882],"category_scores_gemma":[0.00006774763,0.00045509907,0.00010866857,0.00066172075,0.00007862863,0.0011365099,0.00014323235,0.0004247253,0.00011258544],"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":[0.00009344825,0.0009199064,0.39243895,0.000024230585,0.00019234084,0.000016761285,0.001725685,0.0040895757,0.56090486,0.02202975,0.00017624303,0.017388264],"study_design_scores_gemma":[0.0033153812,0.00016035615,0.0036930845,0.00016093343,0.00007620371,0.0000017011886,0.0015960118,0.0099739395,0.9486513,0.026491763,0.0043022167,0.0015770746],"about_ca_topic_score_codex":0.0010718065,"about_ca_topic_score_gemma":0.00027766242,"teacher_disagreement_score":0.38874584,"about_ca_system_score_codex":0.00022628384,"about_ca_system_score_gemma":0.000082558974,"threshold_uncertainty_score":0.9997901},"labels":[],"label_agreement":null},{"id":"W2056860544","doi":"10.1364/bgpp.2012.bw2e.3","title":"Bragg grating notch filters in silicon-on-insulator waveguides","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"TeraXion (Canada)","funders":"","keywords":"Fiber Bragg grating; Materials science; Silicon on insulator; Optics; Silicon; Optical filter; Optoelectronics; Grating; Transmission (telecommunications); Physics; Telecommunications; Wavelength; Engineering","score_opus":0.01046238859913516,"score_gpt":0.24212826087926273,"score_spread":0.23166587228012758,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2056860544","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":[0.97446626,0.0015168235,0.000081789745,0.000027101998,0.0014444613,0.00028640818,0.000034694363,0.00026376563,0.021878684],"genre_scores_gemma":[0.99680257,0.00021478199,0.0023961505,0.0003055555,0.000036253896,0.000076547505,0.000013871959,0.000059533962,0.000094753574],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99843377,0.000022812144,0.00036801948,0.00024213531,0.00020640781,0.0007268655],"domain_scores_gemma":[0.99906194,0.00027542212,0.000048551457,0.0003687013,0.0000328866,0.00021249586],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017652781,0.0002809575,0.00031807832,0.000101754624,0.000059924274,0.000036240282,0.00024129642,0.00012382981,0.000086362954],"category_scores_gemma":[0.000100397134,0.00027406585,0.00007606898,0.0002526176,0.00005721687,0.00045099677,0.00004849565,0.0003549585,0.000079510995],"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":[0.0003921917,0.0009286463,0.03756984,0.0013286591,0.000481671,0.00020560397,0.006291891,0.4637479,0.32519412,0.094612576,0.001053695,0.06819322],"study_design_scores_gemma":[0.0023274948,0.00011043152,0.009294968,0.0004986881,0.000030789906,0.000020388083,0.0004738792,0.5572768,0.3889445,0.00081237184,0.038838644,0.001371034],"about_ca_topic_score_codex":0.0000128267275,"about_ca_topic_score_gemma":0.000039284045,"teacher_disagreement_score":0.0938002,"about_ca_system_score_codex":0.00012738322,"about_ca_system_score_gemma":0.000018279377,"threshold_uncertainty_score":0.99997115},"labels":[],"label_agreement":null},{"id":"W2059498393","doi":"10.1364/bgpp.2012.bm4d.7","title":"Mid-Infrared Bragg grating in chalcogenide fiber","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":2,"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":"Fiber Bragg grating; Materials science; Chalcogenide; Optics; Femtosecond; PHOSFOS; Optoelectronics; Grating; Photonic-crystal fiber; Chalcogenide glass; Fiber; Infrared; Plastic optical fiber; Fiber optic sensor; Laser; Wavelength; Physics","score_opus":0.01062296548662987,"score_gpt":0.239105567660378,"score_spread":0.22848260217374813,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059498393","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":[0.9675314,0.0033985884,0.00053741067,0.000017714643,0.0019816784,0.000495848,0.00003150863,0.0006076482,0.025398199],"genre_scores_gemma":[0.9543163,0.00025578518,0.04347651,0.00010151385,0.00006372779,0.00012580318,0.000027137135,0.00015607636,0.0014771305],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9981132,0.000027228998,0.0004396604,0.00028072615,0.00021983482,0.00091931556],"domain_scores_gemma":[0.998952,0.00020918809,0.000076073266,0.00050408,0.00005086921,0.00020782623],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015041037,0.00033953934,0.00035832444,0.00015053531,0.00006027516,0.000023577319,0.00023919588,0.00015521623,0.00020335999],"category_scores_gemma":[0.00011154484,0.00038390083,0.00008248028,0.0003943167,0.000055791195,0.0006655609,0.000060558374,0.0004090326,0.00015805151],"study_design_candidate":"simulation_or_modeling","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":[0.00012269404,0.00020953623,0.010198063,0.00034422282,0.00020324168,0.00015490774,0.005072352,0.8197197,0.10401612,0.0019346292,0.00061702816,0.05740755],"study_design_scores_gemma":[0.004999715,0.000078735065,0.0034740556,0.00048436946,0.00006484977,0.0001592589,0.0012031109,0.14418182,0.63696605,0.0022158495,0.2033798,0.0027923917],"about_ca_topic_score_codex":0.0000043547357,"about_ca_topic_score_gemma":0.000019202764,"teacher_disagreement_score":0.6755378,"about_ca_system_score_codex":0.00019691802,"about_ca_system_score_gemma":0.000016305714,"threshold_uncertainty_score":0.9998613},"labels":[],"label_agreement":null},{"id":"W2060059755","doi":"10.1364/iprsn.2012.im4b.7","title":"Time-Domain Analysis of High-Order Laterally-Coupled DFB Lasers","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","topic":"Semiconductor Lasers and Optical Devices","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 Ottawa","funders":"","keywords":"Semiconductor laser theory; Duty cycle; Laser; Grating; Domain (mathematical analysis); Time domain; Optics; Distributed feedback laser; Domain analysis; Semiconductor; Materials science; Optoelectronics; Computer science; Physics; Mathematics; Voltage","score_opus":0.005270412732172765,"score_gpt":0.21833390226005864,"score_spread":0.21306348952788587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060059755","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":[0.9963671,0.0010451679,0.00022295363,0.000013204836,0.0006364399,0.00014308844,0.00006879365,0.00014741436,0.0013558429],"genre_scores_gemma":[0.9914244,0.0001509175,0.007947434,0.00008480969,0.000017582566,0.000020810749,0.000093882096,0.00004271342,0.00021745812],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99882704,0.000018858425,0.00032620734,0.00018494758,0.00019223255,0.00045073463],"domain_scores_gemma":[0.99913204,0.00014593729,0.00007174506,0.0003832402,0.00009444166,0.0001726114],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012454067,0.00021747993,0.00049732154,0.00018164422,0.000034659482,0.000017321108,0.00020630017,0.00010662765,0.00075611303],"category_scores_gemma":[0.000026024456,0.00020472649,0.00014255093,0.0007980522,0.000079138226,0.0003344313,0.000037292943,0.00014603902,0.000056073684],"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":[0.00008573912,0.00019019631,0.004596859,0.00019197825,0.0040995236,0.00001533603,0.00083341,0.6655925,0.31936085,0.0036750229,0.00024589582,0.0011126845],"study_design_scores_gemma":[0.0020887596,0.0000770612,0.0065114936,0.000088862274,0.0016063802,0.0000029969128,0.00027121074,0.7951774,0.17628399,0.0005047016,0.016223818,0.0011633167],"about_ca_topic_score_codex":0.000028438872,"about_ca_topic_score_gemma":0.000036867285,"teacher_disagreement_score":0.14307688,"about_ca_system_score_codex":0.00004713925,"about_ca_system_score_gemma":0.00001034338,"threshold_uncertainty_score":0.8348504},"labels":[],"label_agreement":null},{"id":"W2068913663","doi":"10.1364/sppcom.2012.sptu2a.4","title":"High Performance, Low Overhead CO-OFDM for Next Generation Fiber Transmission Systems","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","topic":"Optical Network Technologies","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":"McGill University","funders":"","keywords":"Guard interval; Orthogonal frequency-division multiplexing; Computer science; Electronic engineering; Overhead (engineering); Equalization (audio); Phase noise; Channel (broadcasting); Telecommunications; Engineering","score_opus":0.020888068533961208,"score_gpt":0.24297031653008527,"score_spread":0.22208224799612405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068913663","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":[0.98150873,0.004734374,0.008369833,0.000018513105,0.002518322,0.00089123636,0.000047011745,0.0009100968,0.0010018548],"genre_scores_gemma":[0.96047366,0.0014407808,0.037122853,0.000021368833,0.00013102991,0.00031348833,0.00010377874,0.000073444884,0.00031959044],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99877155,0.000010859556,0.00029196462,0.00019451302,0.00016521408,0.00056590326],"domain_scores_gemma":[0.99935055,0.000099660945,0.000047168356,0.0003290885,0.00006307176,0.00011044413],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012355241,0.00023743676,0.0002741466,0.00006441096,0.00010993836,0.00005612377,0.00018167104,0.0002197531,0.000045747358],"category_scores_gemma":[0.000016583748,0.00022495659,0.000057632686,0.0001362426,0.00004855572,0.00069068134,0.00001753627,0.00020658455,0.000051220723],"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":[0.00007469996,0.00007624464,0.00015148819,0.0007502801,0.0000838804,0.0000017114896,0.0000925668,0.8237018,0.05634705,0.0063472795,0.0036596241,0.10871335],"study_design_scores_gemma":[0.00062616635,0.00006686877,0.000041790543,0.00011218567,0.000020483252,0.000004735651,0.00002068538,0.7724186,0.11604155,0.000030585154,0.110302985,0.00031337162],"about_ca_topic_score_codex":0.0000014626025,"about_ca_topic_score_gemma":6.428989e-7,"teacher_disagreement_score":0.10839998,"about_ca_system_score_codex":0.00010943213,"about_ca_system_score_gemma":0.000011364194,"threshold_uncertainty_score":0.9173463},"labels":[],"label_agreement":null},{"id":"W2069876238","doi":"10.1364/bgpp.2012.bw2e.1","title":"Silver Nanowire Coated Tilted Fibre Bragg Gratings","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","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":"Carleton University","funders":"","keywords":"Fiber Bragg grating; Nanowire; Materials science; Refractometer; Grating; Polarization (electrochemistry); PHOSFOS; Optics; Optoelectronics; Diffraction grating; Refractive index; Optical fiber; Fiber optic sensor; Polarization-maintaining optical fiber; Physics; Chemistry","score_opus":0.00864037460431575,"score_gpt":0.22903216647670308,"score_spread":0.22039179187238733,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069876238","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":[0.98113716,0.0026108192,0.0012704346,0.00003307966,0.0030899926,0.0005554795,0.00006738751,0.0015235674,0.0097120805],"genre_scores_gemma":[0.9784272,0.00021051125,0.019502811,0.00017099617,0.000059560483,0.00007307211,0.00006957604,0.00018061734,0.0013056978],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9980169,0.00002670456,0.0004092424,0.00031812428,0.0002868362,0.00094219384],"domain_scores_gemma":[0.9986755,0.00018212211,0.00009938938,0.0006181368,0.00012294693,0.00030188216],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010366765,0.0004272521,0.00039931203,0.000099892364,0.00012720226,0.0000359108,0.00029637147,0.00020540963,0.00020560678],"category_scores_gemma":[0.00009767536,0.00045237545,0.00010669678,0.00042911954,0.000100895806,0.0007987368,0.00006976529,0.00041420324,0.0002359154],"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":[0.00016270798,0.00020483772,0.0041692243,0.00037810774,0.0004128235,0.000088846,0.0031094437,0.1690626,0.7953476,0.0037941735,0.0046078744,0.018661804],"study_design_scores_gemma":[0.0024934672,0.00008291634,0.0009868963,0.00023512532,0.000083313425,0.00010708336,0.00047413033,0.124301225,0.6859371,0.00036234193,0.1832389,0.0016974767],"about_ca_topic_score_codex":0.0000046912796,"about_ca_topic_score_gemma":0.0000100464495,"teacher_disagreement_score":0.17863102,"about_ca_system_score_codex":0.00015407515,"about_ca_system_score_gemma":0.000020845011,"threshold_uncertainty_score":0.9997928},"labels":[],"label_agreement":null},{"id":"W2077983638","doi":"10.1364/bgpp.2012.bw4e.5","title":"Ultrafast optical pulse shaping by exploiting the first-order Born approximation in long period gratings","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","topic":"Photonic and Optical Devices","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":"Institut National de la Recherche Scientifique","funders":"","keywords":"Ultrashort pulse; Bandwidth (computing); Terahertz radiation; Pulse shaping; Optics; Optical filter; Pulse (music); Femtosecond pulse shaping; Bandwidth-limited pulse; Materials science; Physics; Optoelectronics; Computer science; Telecommunications; Laser","score_opus":0.010539695574512759,"score_gpt":0.23365465615173886,"score_spread":0.2231149605772261,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077983638","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":[0.9809452,0.002739936,0.0059767156,0.0002180241,0.0006516234,0.0005595528,0.000016613129,0.00026854457,0.008623742],"genre_scores_gemma":[0.99561834,0.00024216852,0.003509398,0.00024469697,0.000035303994,0.00022219015,0.000032596632,0.000060444127,0.000034850447],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982918,0.000023134631,0.00041684214,0.00025209808,0.00025531018,0.0007607986],"domain_scores_gemma":[0.9992065,0.00022239874,0.000067597895,0.00030015284,0.000060947645,0.00014240587],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003210413,0.00028050505,0.0002770265,0.00005332871,0.00017854388,0.00010320374,0.0002969812,0.00012710641,0.00006498285],"category_scores_gemma":[0.0001498204,0.00023433364,0.00006211764,0.00034464416,0.00010409307,0.0008383698,0.00006229338,0.00049321726,0.00003012411],"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":[0.0005104017,0.0018776311,0.059508774,0.0046446966,0.00082985667,0.00018196648,0.048182607,0.41286308,0.2830589,0.068389334,0.0008192002,0.11913356],"study_design_scores_gemma":[0.0013904186,0.00004117329,0.0042820247,0.00042246177,0.000042380267,0.000043509852,0.0022250793,0.8765865,0.10353258,0.00018951352,0.010337346,0.0009069957],"about_ca_topic_score_codex":0.000011810292,"about_ca_topic_score_gemma":0.000088132285,"teacher_disagreement_score":0.46372345,"about_ca_system_score_codex":0.00012542443,"about_ca_system_score_gemma":0.000016104272,"threshold_uncertainty_score":0.9555849},"labels":[],"label_agreement":null},{"id":"W2093362145","doi":"10.1364/bgpp.2012.bw4e.4","title":"Long period fiber grating designs for real-time ultra-fast Hilbert transformations","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","topic":"Photonic and Optical Devices","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":"Institut National de la Recherche Scientifique","funders":"","keywords":"Apodization; Grating; Period (music); Materials science; Optics; Bandwidth (computing); Diffraction grating; Terahertz radiation; Computer science; Optoelectronics; Physics; Acoustics; Telecommunications","score_opus":0.012496164325527472,"score_gpt":0.24900162126695677,"score_spread":0.2365054569414293,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093362145","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":[0.7228162,0.003910733,0.04269134,0.0001541808,0.0026050094,0.0034599365,0.0007911654,0.0018780298,0.22169337],"genre_scores_gemma":[0.96874845,0.00043978423,0.028808132,0.00006650469,0.00005928794,0.0004524695,0.00014626438,0.00010537398,0.0011737136],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99854743,0.000017922115,0.0003687469,0.00018850545,0.00016196769,0.0007154422],"domain_scores_gemma":[0.99909836,0.0002565091,0.000052790336,0.0002774474,0.00008171067,0.00023316484],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017070428,0.00027410447,0.00030772915,0.00005922926,0.00020079852,0.000059579466,0.00020389367,0.00012790252,0.00028674232],"category_scores_gemma":[0.00003865666,0.00027055887,0.00013770933,0.00016466828,0.000058521084,0.0008547429,0.000010717,0.00018925974,0.000108871696],"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":[0.00044373528,0.0007342306,0.0010948267,0.0029989798,0.0012294656,0.000030229701,0.018638808,0.24443081,0.6018872,0.032585077,0.0022695062,0.09365713],"study_design_scores_gemma":[0.00309544,0.00017750399,0.0006772221,0.00036525208,0.00026016484,0.00008382623,0.0006284869,0.52928376,0.3772026,0.0006158647,0.08576306,0.0018468224],"about_ca_topic_score_codex":0.000005114155,"about_ca_topic_score_gemma":0.000020290547,"teacher_disagreement_score":0.28485295,"about_ca_system_score_codex":0.0000945261,"about_ca_system_score_gemma":0.00002802832,"threshold_uncertainty_score":0.99997467},"labels":[],"label_agreement":null},{"id":"W2127065474","doi":"10.1364/iprsn.2012.iw2c.7","title":"Raman Enhancement from Arrays of Etched Silicon Nanowires","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","topic":"Nanowire Synthesis and Applications","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 Waterloo","funders":"","keywords":"Silicon nanowires; Silicon on insulator; Materials science; Wafer; Silicon; Raman scattering; Nanowire; Raman spectroscopy; Optoelectronics; Etching (microfabrication); Nanotechnology; Optics; Physics","score_opus":0.009514187132085647,"score_gpt":0.23263144608123407,"score_spread":0.2231172589491484,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2127065474","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":[0.987595,0.0028353967,0.0038339156,0.000024330768,0.00069761905,0.00029341658,0.000070827,0.00014401335,0.0045054494],"genre_scores_gemma":[0.98940074,0.00047846153,0.0097406525,0.000026227868,0.000033451914,0.0001518023,0.00003086324,0.000037567464,0.00010022521],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99907076,0.000014032414,0.00029580167,0.0001574463,0.00014726073,0.0003147086],"domain_scores_gemma":[0.9992129,0.00012661863,0.00007724364,0.00043682326,0.000043132197,0.000103250815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008093469,0.00017236097,0.00025762882,0.000039033883,0.000043999917,0.000010886775,0.0001962307,0.000072590774,0.00023729866],"category_scores_gemma":[0.000017954251,0.0001732882,0.00007461556,0.00012142972,0.00004511532,0.00018068202,0.00003050113,0.00009938232,0.000050286257],"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":[0.00000964395,0.000088525245,0.0003569382,0.00003392665,0.00006663145,2.9349417e-7,0.00034568677,0.0022977537,0.97743034,0.0017511208,0.00016086074,0.017458286],"study_design_scores_gemma":[0.00028287142,0.000011475603,0.00035038887,0.000048361668,0.000022925065,3.3861517e-7,0.00008779728,0.004672852,0.9554809,0.0003414448,0.038502548,0.00019810298],"about_ca_topic_score_codex":0.000020553105,"about_ca_topic_score_gemma":0.000014174579,"teacher_disagreement_score":0.03834169,"about_ca_system_score_codex":0.000045699555,"about_ca_system_score_gemma":0.000011953791,"threshold_uncertainty_score":0.70664877},"labels":[],"label_agreement":null},{"id":"W2263934520","doi":"10.1364/bgpp.2012.jw4d.7","title":"Tunable Picosecond Tm Fiber Laser","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","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":"Genia Photonics (Canada)","funders":"","keywords":"Materials science; Picosecond; Fiber laser; Optics; Optoelectronics; Laser; Fiber; Wavelength; Laser power scaling; Physics","score_opus":0.00870339682716628,"score_gpt":0.2262520773277486,"score_spread":0.21754868050058232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2263934520","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":[0.91670865,0.003650873,0.000748229,0.00002151432,0.0033594295,0.00048095125,0.000056680266,0.0009293106,0.07404438],"genre_scores_gemma":[0.9437613,0.00031950328,0.04390918,0.00022383618,0.00011113897,0.00013207876,0.000039251943,0.00021961673,0.011284076],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983094,0.000016769205,0.00030869094,0.00025663176,0.0002069583,0.00090156007],"domain_scores_gemma":[0.99883777,0.00015013055,0.000057234956,0.0006049402,0.00006802819,0.000281895],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00010512018,0.00032824077,0.00031749485,0.00008400449,0.00008360938,0.000029336545,0.00024012993,0.00014402912,0.0013748372],"category_scores_gemma":[0.00004519303,0.00035262638,0.00008741189,0.00023022207,0.00006876749,0.0007860439,0.000058438083,0.00034401042,0.0010498086],"study_design_candidate":"simulation_or_modeling","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":[0.0001309917,0.00031148043,0.0018391323,0.0004336723,0.00048427557,0.00011463167,0.0017017678,0.9054859,0.0341817,0.0033477547,0.0077176946,0.04425098],"study_design_scores_gemma":[0.001260932,0.000032966655,0.00032618435,0.000055111763,0.000040104496,0.00005866045,0.0001800094,0.014433227,0.24728523,0.0005159618,0.7349398,0.0008717847],"about_ca_topic_score_codex":0.0000020996815,"about_ca_topic_score_gemma":0.00000588203,"teacher_disagreement_score":0.8910527,"about_ca_system_score_codex":0.0001396257,"about_ca_system_score_gemma":0.000014189912,"threshold_uncertainty_score":0.9998926},"labels":[],"label_agreement":null},{"id":"W2319851491","doi":"10.1364/anic.2012.jtu5a.48","title":"Superposed Bragg grating made with femtosecond radiation for multiparameter sensing","year":2012,"lang":"en","type":"article","venue":"Advanced Photonics Congress","topic":"Advanced Fiber Optic Sensors","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":"Communications Research Centre Canada","funders":"","keywords":"Citation; Femtosecond; Fiber Bragg grating; Grating; Publishing; Photonics; Optoelectronics; Computer science; Physics; Optics; World Wide Web; Laser; Political science","score_opus":0.011023949223915969,"score_gpt":0.23609719054822928,"score_spread":0.2250732413243133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2319851491","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":[0.9370199,0.0009244951,0.05866236,0.000019494511,0.0012883513,0.0009415124,0.000061561645,0.00044670087,0.0006356151],"genre_scores_gemma":[0.73981553,0.000042045616,0.25959322,0.00010935447,0.000059202328,0.000057136935,0.000055171353,0.00013316088,0.00013517009],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984582,0.000019876801,0.0003215878,0.000283625,0.00017057951,0.00074614806],"domain_scores_gemma":[0.99865407,0.0005966689,0.00009322207,0.00038171496,0.000095871204,0.00017844919],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012596065,0.00032981788,0.00032946185,0.00009500801,0.00012912303,0.00004597528,0.00011780279,0.00012528888,0.000017881102],"category_scores_gemma":[0.00013118664,0.00032581034,0.00007396992,0.00018238093,0.000059662194,0.00074594823,0.000018601864,0.00024371447,0.0000110103565],"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":[0.0002765834,0.000066510656,0.0018015769,0.0003195381,0.00030030665,0.000013787064,0.0031633468,0.61652684,0.27389973,0.0007959638,0.00014166055,0.10269413],"study_design_scores_gemma":[0.002915594,0.000093008784,0.00034205685,0.000104394625,0.00006672071,0.00005878624,0.00047729738,0.5077428,0.47016308,0.00015949589,0.017046442,0.00083027664],"about_ca_topic_score_codex":0.000002747837,"about_ca_topic_score_gemma":0.000016388998,"teacher_disagreement_score":0.20093086,"about_ca_system_score_codex":0.00014578033,"about_ca_system_score_gemma":0.000016247994,"threshold_uncertainty_score":0.9999194},"labels":[],"label_agreement":null}]}