{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":11,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":11,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"1c5f906aee5d","filters":{"venue":"Advanced Photonics 2018 (BGPP, IPR, NP, NOMA, Sensors, Networks, SPPCom, SOF)"}},"results":[{"id":"W2810626724","doi":"10.1364/bgppm.2018.jtu5a.9","title":"Polarization-Independent Dielectric Metasurface Lens for Absorption Enhancement in Thin Solar Cells","year":2018,"lang":"en","type":"article","venue":"Advanced Photonics 2018 (BGPP, IPR, NP, NOMA, Sensors, Networks, SPPCom, SOF)","topic":"Metamaterials and Metasurfaces Applications","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Materials science; Polarization (electrochemistry); Optics; Optoelectronics; Dielectric; Absorption (acoustics); Solar cell; Lens (geology); Thin film; Short circuit; Physics; Chemistry; Voltage; Nanotechnology","authors":[{"name":"Mohammad Ali Shameli","is_ca":false},{"name":"Leila Yousefi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01745408239638215,"gpt":0.2578450634387513,"spread":0.2403909810423692,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002662835,0.0008446126,0.001169437,0.0002824882,0.0008094063,0.0003107066,0.0009336232,0.0004626061,0.001157573],"category_scores_gemma":[0.0001778543,0.0008372533,0.0002833379,0.0009734547,0.0002707169,0.0008409193,0.0002041328,0.0004177097,0.0005912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004466868,"about_ca_system_score_gemma":0.0001926179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003157185,"about_ca_topic_score_gemma":0.0005696369,"domain_scores_codex":[0.9937241,0.0004523664,0.001674159,0.001682227,0.0007384862,0.001728639],"domain_scores_gemma":[0.995977,0.0004962842,0.001088156,0.001603825,0.0005126692,0.0003220618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003306612,0.0003559123,0.0000611159,0.00006808459,0.00006625326,0.000003189068,0.000291803,0.03955705,0.956522,0.0009281705,0.001203644,0.0006121516],"study_design_scores_gemma":[0.001865294,0.0004492667,0.0001648514,0.00008126422,0.0001740718,0.00001134578,0.00008508698,0.04923806,0.8565296,0.001221965,0.08917519,0.00100404],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8835169,0.001895108,0.105613,0.000232168,0.004173194,0.003371157,0.0003117536,0.0002645361,0.000622151],"genre_scores_gemma":[0.8761972,0.003317123,0.1161768,0.0006842616,0.0004958051,0.0007767858,0.0003371913,0.0002295822,0.001785329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09999239,"threshold_uncertainty_score":0.9997555,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2809837892","doi":"10.1364/sensors.2018.sem2e.3","title":"Bending-based formulation of light intensity modulation for miniaturization of optical tactile sensors","year":2018,"lang":"en","type":"article","venue":"Advanced Photonics 2018 (BGPP, IPR, NP, NOMA, Sensors, Networks, SPPCom, SOF)","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Miniaturization; Tactile sensor; Compensation (psychology); Bending; Light intensity; Computer science; Intensity modulation; Optical sensing; Modulation (music); Electronic engineering; Acoustics; Optics; Materials science; Optoelectronics; Artificial intelligence; Electrical engineering; Engineering; Robot; Physics","authors":[{"name":"Naghmeh Bandari","is_ca":true},{"name":"Amir Hooshair","is_ca":true},{"name":"Muthukumaran Packirisamy","is_ca":true},{"name":"Javad Dargahi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01193909156735024,"gpt":0.2338801557831453,"spread":0.2219410642157951,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003743921,0.0006219097,0.00100576,0.0002795547,0.0002376497,0.00004484723,0.0002815841,0.0004909404,0.00006254277],"category_scores_gemma":[0.0003562733,0.0006715172,0.0002689034,0.0005361541,0.0001991402,0.0005771178,0.00006442978,0.0002633627,0.00000887084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002335232,"about_ca_system_score_gemma":0.0000421008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002584265,"about_ca_topic_score_gemma":0.00005320506,"domain_scores_codex":[0.9967375,0.00007317587,0.001311207,0.0006586291,0.0003813652,0.0008381121],"domain_scores_gemma":[0.9970536,0.0005297535,0.0006568917,0.000830199,0.0007150389,0.0002145403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005678076,0.00008045479,0.0001650744,0.0001744033,0.00008412383,0.000002154452,0.0001516759,0.8294405,0.1675736,0.0007985202,0.0003227666,0.0006390054],"study_design_scores_gemma":[0.001242154,0.0002955945,0.000679462,0.0001693129,0.0000865595,0.000009232167,0.00004147282,0.6425861,0.3508759,0.0006743867,0.002813242,0.0005266121],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8293989,0.000105225,0.1660284,0.00003613714,0.002379382,0.0008371538,0.0001339403,0.0004251887,0.0006557272],"genre_scores_gemma":[0.9153184,0.00008006968,0.08334807,0.00004909418,0.0004090257,0.00004417143,0.0004519836,0.0001847318,0.0001144187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1868544,"threshold_uncertainty_score":0.9995736,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2810679776","doi":"10.1364/bgppm.2018.bm4a.1","title":"Femtosecond Laser Written Fiber Bragg Grating Sensors for Combustion Environments","year":2018,"lang":"en","type":"article","venue":"Advanced Photonics 2018 (BGPP, IPR, NP, NOMA, Sensors, Networks, SPPCom, SOF)","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Natural Sciences and Engineering Research Council of Canada","funders":"","keywords":"Fiber Bragg grating; Femtosecond; Materials science; PHOSFOS; Aerospace; Laser; Fabrication; Optics; Fiber laser; Optical fiber; Optoelectronics; Fiber optic sensor; Aerospace engineering; Plastic optical fiber; Engineering; Physics","authors":[{"name":"Robert B. Walker","is_ca":true},{"name":"Stephen J. Mihailov","is_ca":true},{"name":"Dan Grobnic","is_ca":true},{"name":"Cyril Hnatovsky","is_ca":true},{"name":"Ping Lü","is_ca":true},{"name":"Huimin Ding","is_ca":true},{"name":"David Coulas","is_ca":true},{"name":"Manny De Silva","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01000185163185842,"gpt":0.2240123926246975,"spread":0.2140105409928391,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0005746505,0.00159044,0.001420856,0.0003272344,0.0008572265,0.0001897142,0.0008278404,0.0009034961,0.0008400797],"category_scores_gemma":[0.00021958,0.0018031,0.0005179858,0.0007275628,0.0006409694,0.001056248,0.0002548902,0.001226277,0.0006386711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007774964,"about_ca_system_score_gemma":0.00005054268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002333147,"about_ca_topic_score_gemma":0.000105943,"domain_scores_codex":[0.9930236,0.000173463,0.001692257,0.001767133,0.0007143549,0.002629242],"domain_scores_gemma":[0.9953147,0.001122217,0.0006158873,0.002024066,0.0002224063,0.0007007892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003658954,0.0001706325,0.0002294955,0.0001470886,0.0004204671,0.00005064565,0.0005505068,0.9723992,0.007066275,0.0001393337,0.0114545,0.007005956],"study_design_scores_gemma":[0.005628695,0.0006729576,0.000407157,0.0003301094,0.000324022,0.0001895401,0.0005753654,0.6892891,0.04364342,0.001234317,0.2543678,0.003337496],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9388173,0.001463135,0.04323501,0.0001847567,0.005771673,0.003579005,0.0006155666,0.001786738,0.004546862],"genre_scores_gemma":[0.7746966,0.001577046,0.2036412,0.001170222,0.002490783,0.0006106424,0.00112477,0.001587639,0.01310105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2831101,"threshold_uncertainty_score":0.9996843,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2810645653","doi":"10.1364/sensors.2018.sem2e.4","title":"Fiber-grating-based Hyperthermal Therapeutic Device for mm-sized ex vivo Lethal Volume","year":2018,"lang":"en","type":"article","venue":"Advanced Photonics 2018 (BGPP, IPR, NP, NOMA, Sensors, Networks, SPPCom, SOF)","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Ex vivo; Fiber Bragg grating; Materials science; Volume (thermodynamics); Optical fiber; Fiber; Optoelectronics; Optics; In vivo; Composite material","authors":[{"name":"Sondos Abdullah Alqarni","is_ca":true},{"name":"Jacques Albert","is_ca":true},{"name":"Christopher W. Smelser","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01429578895978389,"gpt":0.2419102511198346,"spread":0.2276144621600507,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0006675106,0.001813837,0.001739495,0.0003294768,0.0007979315,0.0002202306,0.001243252,0.0009684813,0.001177801],"category_scores_gemma":[0.00024075,0.001948279,0.0007253095,0.001080113,0.0007361718,0.0007771758,0.0001733812,0.001275908,0.0005067658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006936864,"about_ca_system_score_gemma":0.0001905205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004963131,"about_ca_topic_score_gemma":0.0002299125,"domain_scores_codex":[0.9924144,0.0002409494,0.001714764,0.001818286,0.0007830053,0.003028633],"domain_scores_gemma":[0.9939405,0.001708406,0.0006053008,0.002397755,0.0006312399,0.0007167593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001041533,0.0002334092,0.000200436,0.000223349,0.0005337945,0.00006426725,0.0005213495,0.9600587,0.01853884,0.0001423724,0.006139808,0.01230211],"study_design_scores_gemma":[0.004776857,0.0006249745,0.0001126045,0.0002027246,0.0002508135,0.00009673778,0.0001824975,0.7581072,0.01959918,0.0004345343,0.2134175,0.002194347],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7802616,0.007530717,0.1794299,0.000660993,0.01007414,0.006782159,0.0007880682,0.005445884,0.009026496],"genre_scores_gemma":[0.765889,0.0004070787,0.2213878,0.002131004,0.002200754,0.0006740994,0.0003616626,0.00151451,0.005434125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2072777,"threshold_uncertainty_score":0.9997352,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2811171597","doi":"10.1364/bgppm.2018.bw1a.6","title":"Femtosecond laser written diamond photonics","year":2018,"lang":"en","type":"article","venue":"Advanced Photonics 2018 (BGPP, IPR, NP, NOMA, Sensors, Networks, SPPCom, SOF)","topic":"Diamond and Carbon-based Materials Research","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Femtosecond; Laser; Materials science; Optics; Optoelectronics; Waveguide; Refractive index; Laser linewidth; Grating; Diamond; Fiber Bragg grating; Raman spectroscopy; Photonics; Physics","authors":[{"name":"Belén Sotillo","is_ca":false},{"name":"Vibhav Bharadwaj","is_ca":false},{"name":"Toney Teddy Fernandez","is_ca":false},{"name":"Maria Ramos","is_ca":false},{"name":"John P. Hadden","is_ca":true},{"name":"Andrea Chiappini","is_ca":false},{"name":"Maurizio Ferrari","is_ca":false},{"name":"Roberto Osellame","is_ca":false},{"name":"G. Galzerano","is_ca":false},{"name":"Paul E. Barclay","is_ca":true},{"name":"Roberta Ramponi","is_ca":false},{"name":"Patrick S. Salter","is_ca":false},{"name":"Shane M. Eaton","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0116604815517992,"gpt":0.254510875622502,"spread":0.2428503940707028,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002070268,0.001488104,0.001732023,0.0003846541,0.001180701,0.0009212524,0.00219748,0.0008809519,0.008061885],"category_scores_gemma":[0.0003436841,0.001447136,0.000525004,0.00109859,0.001599801,0.001209691,0.0009754678,0.001058957,0.002837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005298884,"about_ca_system_score_gemma":0.0004928868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003526132,"about_ca_topic_score_gemma":0.0006460171,"domain_scores_codex":[0.9899088,0.0006424263,0.001763544,0.002548106,0.00146589,0.003671202],"domain_scores_gemma":[0.9932453,0.0008914892,0.0008417499,0.003055456,0.00074163,0.00122438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003713565,0.001759774,0.001026499,0.0005366227,0.0004294394,0.0007352685,0.001281429,0.02391896,0.874409,0.001512815,0.08375432,0.006922338],"study_design_scores_gemma":[0.004908546,0.001378161,0.0003112569,0.0003325256,0.0001869499,0.0001410016,0.0004316113,0.03257438,0.6811704,0.002743038,0.2727327,0.003089417],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737834,0.00193241,0.0005848341,0.0003043853,0.007053974,0.001706432,0.0006404734,0.0008001685,0.01319396],"genre_scores_gemma":[0.9676787,0.001975899,0.0173292,0.002533621,0.001767563,0.0004424063,0.0003919448,0.0005523189,0.007328403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1932386,"threshold_uncertainty_score":0.9997868,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2809907105","doi":"10.1364/iprsn.2018.ith1b.2","title":"Slow light propagation in extended photonic crystal coupled-cavity waveguides featuring a large group index-bandwidth product","year":2018,"lang":"en","type":"article","venue":"Advanced Photonics 2018 (BGPP, IPR, NP, NOMA, Sensors, Networks, SPPCom, SOF)","topic":"Photonic Crystals and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Slow light; Photonic crystal; Bandwidth (computing); Optoelectronics; Optics; Photonics; Refractive index; Silicon photonics; Materials science; Physics; Telecommunications; Computer science","authors":[{"name":"Mohamed Sabry Mohamed","is_ca":false},{"name":"Yiming Lai","is_ca":true},{"name":"Momchil Minkov","is_ca":false},{"name":"Vincenzo Savona","is_ca":false},{"name":"A. Badolato","is_ca":true},{"name":"R. Houdré","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00670971527805985,"gpt":0.2407363481263794,"spread":0.2340266328483196,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001097154,0.001224992,0.001271199,0.0003196751,0.001099479,0.0003185933,0.0009520309,0.0003563477,0.0006858561],"category_scores_gemma":[0.00006621424,0.001240961,0.0004276783,0.00161549,0.0004227472,0.001000711,0.0004507705,0.001367606,0.00009919212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005429101,"about_ca_system_score_gemma":0.0003424506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005348372,"about_ca_topic_score_gemma":0.0009478743,"domain_scores_codex":[0.9929897,0.0002401164,0.001537383,0.002179193,0.0007269561,0.002326607],"domain_scores_gemma":[0.9955716,0.0002623422,0.001002479,0.002139598,0.0005053207,0.0005186507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.007522405,0.02340665,0.08648752,0.001301266,0.003386033,0.0003602053,0.009647604,0.1055441,0.6229708,0.05915736,0.03296475,0.04725138],"study_design_scores_gemma":[0.0150968,0.001094138,0.01796441,0.001068435,0.0004217269,0.0001308822,0.001527059,0.6558719,0.09496789,0.01572588,0.1900619,0.006069083],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701697,0.001118604,0.01708231,0.0003439494,0.001332399,0.003931495,0.0003199017,0.0004588215,0.005242837],"genre_scores_gemma":[0.9906119,0.0002197402,0.004904268,0.0001972276,0.001077144,0.0008679536,0.0006356441,0.0002507938,0.001235365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5503278,"threshold_uncertainty_score":0.999004,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2810757701","doi":"10.1364/np.2018.npm4i.1","title":"Frequency-Resolved Optical Gating Pulse Characterization with Chalcogenide Microwires","year":2018,"lang":"en","type":"article","venue":"Advanced Photonics 2018 (BGPP, IPR, NP, NOMA, Sensors, Networks, SPPCom, SOF)","topic":"Advanced Fiber Laser Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Frequency-resolved optical gating; Materials science; Picosecond; Gating; Chalcogenide; Optoelectronics; Optics; Characterization (materials science); Wavelength; Pulse (music); Ultrafast optics; Optical fiber; Ultrashort pulse; Bandwidth-limited pulse; Physics; Laser","authors":[{"name":"Nurmemet Abdukerim","is_ca":true},{"name":"Imtiaz Alamgir","is_ca":true},{"name":"Martin Rochette","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007529935124529353,"gpt":0.2241694193155205,"spread":0.2166394841909912,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003027191,0.001203539,0.0011094,0.0002384913,0.0008879587,0.0002301936,0.001030131,0.00045552,0.0005162241],"category_scores_gemma":[0.00007406819,0.001151999,0.0003002959,0.0009966167,0.001089336,0.001126436,0.0004396859,0.001168306,0.0001978808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002629561,"about_ca_system_score_gemma":0.0001595386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001023852,"about_ca_topic_score_gemma":0.0001096027,"domain_scores_codex":[0.9944309,0.0001334008,0.001164395,0.001698292,0.0005418597,0.002031178],"domain_scores_gemma":[0.9959098,0.0003668384,0.0009138879,0.001900939,0.0005028166,0.0004057392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00227443,0.002001575,0.05928923,0.0002541668,0.002251434,0.0003210657,0.002024717,0.05047083,0.6967227,0.03969647,0.001903325,0.14279],"study_design_scores_gemma":[0.01105787,0.002533169,0.006384762,0.001437505,0.0007870506,0.0002101806,0.002238085,0.1173578,0.7797576,0.02104794,0.04883788,0.008350122],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8608366,0.0003228539,0.1309586,0.000381717,0.001030648,0.001454004,0.0002587913,0.001038706,0.003718124],"genre_scores_gemma":[0.8821815,0.0001318703,0.1144561,0.000328578,0.0009440065,0.0002516153,0.0007429691,0.0003089137,0.0006544451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1344399,"threshold_uncertainty_score":0.999093,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2809847623","doi":"10.1364/bgppm.2018.jtu5a.40","title":"Three-Dimensional Ultrastructural Characterization of Biomaterials with Polarization-Resolved Second-Harmonic Generation Microscopy","year":2018,"lang":"en","type":"article","venue":"Advanced Photonics 2018 (BGPP, IPR, NP, NOMA, Sensors, Networks, SPPCom, SOF)","topic":"Spectroscopy and Quantum Chemical Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Microscopy; Characterization (materials science); Ultrastructure; Polarization (electrochemistry); Second-harmonic generation; Biomaterial; Materials science; Optical microscope; High harmonic generation; Optics; Nanotechnology; Scanning electron microscope; Chemistry; Physics; Anatomy; Composite material; Biology; Laser","authors":[{"name":"Kamdin Mirsanaye","is_ca":true},{"name":"Ahmad Golaraei","is_ca":true},{"name":"Edvardas Žurauskas","is_ca":false},{"name":"Jonas Venius","is_ca":false},{"name":"Ričardas Rotomskis","is_ca":false},{"name":"Virginijus Barzda","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01000498758219097,"gpt":0.239624397136824,"spread":0.229619409554633,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001841648,0.0006956142,0.0008418098,0.0001070761,0.0006217578,0.0001161811,0.0003400101,0.0002136028,0.001571789],"category_scores_gemma":[0.00001422965,0.0006136635,0.0001836824,0.0005010767,0.0005300434,0.0005102731,0.000131394,0.0002405987,0.0000322363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001179849,"about_ca_system_score_gemma":0.0001088359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000169217,"about_ca_topic_score_gemma":0.000122329,"domain_scores_codex":[0.9968094,0.00009045508,0.0009464556,0.0008974162,0.0003688044,0.0008875136],"domain_scores_gemma":[0.9977403,0.0001322105,0.0008607243,0.0006480368,0.0004177568,0.0002009268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004721754,0.0001421137,0.00558399,0.00002601665,0.000282972,0.000001813247,0.0001244047,0.0005409779,0.9914309,0.0006417983,0.0004236763,0.000329115],"study_design_scores_gemma":[0.001789548,0.0004128568,0.003717106,0.00009845616,0.0001209863,0.00001007041,0.00003533934,0.02030187,0.970552,0.0007607709,0.001435417,0.0007655589],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782697,0.0001603192,0.01860565,0.0000787771,0.001337062,0.0007623206,0.0005295998,0.0001209357,0.0001356265],"genre_scores_gemma":[0.982514,0.00002975636,0.01366213,0.0001801377,0.001098994,0.00006587977,0.002191699,0.0001146026,0.0001427544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02087892,"threshold_uncertainty_score":0.9996315,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2810279510","doi":"10.1364/noma.2018.now4j.2","title":"Sub-wavelength microwave photonic hotspots in fruit and other aqueous dimers","year":2018,"lang":"en","type":"article","venue":"Advanced Photonics 2018 (BGPP, IPR, NP, NOMA, Sensors, Networks, SPPCom, SOF)","topic":"Photonic Crystals and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University; Trent University","funders":"","keywords":"Finite-difference time-domain method; Microwave; Wavelength; Aqueous solution; Photonics; Materials science; Optics; Mie scattering; Thermal; Optoelectronics; Physics; Chemistry; Telecommunications; Meteorology; Computer science","authors":[{"name":"Aaron D. Slepkov","is_ca":true},{"name":"Hamza K. Khattak","is_ca":true},{"name":"Pablo Bianucci","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00955181237568093,"gpt":0.2421169120850984,"spread":0.2325650997094174,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005082783,0.001069028,0.001120363,0.0002554831,0.0006268823,0.0002050115,0.0007171571,0.0003790002,0.0007156231],"category_scores_gemma":[0.00002196306,0.001121747,0.0003441781,0.0009255848,0.0007797352,0.0003978648,0.0003634139,0.001039642,0.0001828559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002735774,"about_ca_system_score_gemma":0.0002144708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008790987,"about_ca_topic_score_gemma":0.0008522244,"domain_scores_codex":[0.9946877,0.0001549898,0.001160176,0.001689248,0.0004060286,0.0019018],"domain_scores_gemma":[0.9965453,0.0004372521,0.0006503698,0.001614057,0.0001967803,0.0005563126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005308013,0.0089147,0.06259353,0.0005799423,0.004240359,0.0003851483,0.01380751,0.03554641,0.4246416,0.05016789,0.04816683,0.345648],"study_design_scores_gemma":[0.01425913,0.001323439,0.004843679,0.0008073272,0.000551345,0.0002215326,0.002863062,0.2086904,0.1271033,0.02800426,0.6038932,0.007439343],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980004,0.00152441,0.00231527,0.0001806431,0.0007940907,0.00178192,0.000355929,0.0002179235,0.01282578],"genre_scores_gemma":[0.9914269,0.000565451,0.00500912,0.0007535945,0.0005362916,0.0003357631,0.0001382034,0.0002638355,0.0009708513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5557263,"threshold_uncertainty_score":0.9991233,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2810553615","doi":"10.1364/iprsn.2018.ith3j.4","title":"Subwavelength Grating Metamaterial Engineering: A New Tool for Silicon Photonics","year":2018,"lang":"en","type":"article","venue":"Advanced Photonics 2018 (BGPP, IPR, NP, NOMA, Sensors, Networks, SPPCom, SOF)","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada","funders":"","keywords":"Metamaterial; Silicon on insulator; Photonics; Materials science; Grating; Optics; Wavelength; Optoelectronics; Silicon photonics; Homogeneous; Birefringence; Silicon; Waveguide; Physics","authors":[{"name":"Alejandro Ortega‐Moñux","is_ca":false},{"name":"José Manuel Luque‐González","is_ca":false},{"name":"Alejandro Sánchez‐Postigo","is_ca":false},{"name":"Robert Halir","is_ca":false},{"name":"J. Gonzalo Wangüemert‐Pérez","is_ca":false},{"name":"I. Molina-Fernández","is_ca":false},{"name":"Pavel Cheben","is_ca":true},{"name":"Jens H. Schmid","is_ca":true},{"name":"Dan‐Xia Xu","is_ca":true},{"name":"Jordi Soler Penadés","is_ca":false},{"name":"Miloš Nedeljković","is_ca":false},{"name":"Goran Z. Mashanovich","is_ca":false},{"name":"Jiřı́ Čtyroký","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009907631997239884,"gpt":0.2222331360040577,"spread":0.2123255040068178,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0006892286,0.001491527,0.001619942,0.0002621518,0.0004984426,0.0003744861,0.001062613,0.0008318327,0.0004243736],"category_scores_gemma":[0.0003543976,0.001558419,0.0006135434,0.0008060189,0.0002725904,0.0008919776,0.0002673346,0.0009680256,0.0001519112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005033637,"about_ca_system_score_gemma":0.0001996364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007625754,"about_ca_topic_score_gemma":0.000172097,"domain_scores_codex":[0.9936039,0.00008288769,0.001633847,0.001440322,0.0006024714,0.002636528],"domain_scores_gemma":[0.9959684,0.0009057284,0.000364197,0.00162509,0.0003129667,0.0008236084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001524937,0.0004052982,0.0001818439,0.001027093,0.001690244,0.0001051079,0.001496522,0.8493468,0.1076937,0.008710281,0.01790168,0.009916498],"study_design_scores_gemma":[0.002747226,0.0004566873,0.00008622579,0.0002012757,0.0002287335,0.00006683293,0.00007511863,0.7837953,0.05217204,0.0006169082,0.1578065,0.00174717],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9327633,0.00358916,0.04370676,0.0001242271,0.01053432,0.003209165,0.000425265,0.002678404,0.002969448],"genre_scores_gemma":[0.8480557,0.002007382,0.1437266,0.0007514225,0.002424328,0.0005048058,0.0003915625,0.0008636756,0.00127452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1399048,"threshold_uncertainty_score":0.9997834,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2810670681","doi":"10.1364/bgppm.2018.bw3a.3","title":"Optimization of fluoride FBGs for efficient lasing at 3.5 μm","year":2018,"lang":"en","type":"article","venue":"Advanced Photonics 2018 (BGPP, IPR, NP, NOMA, Sensors, Networks, SPPCom, SOF)","topic":"Photonic Crystal and Fiber Optics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Lasing threshold; Fluoride; Materials science; Computer science; Optoelectronics; Chemistry","authors":[{"name":"Frédéric Maes","is_ca":true},{"name":"Vincent Fortin","is_ca":true},{"name":"Martin Bernier","is_ca":true},{"name":"Réal Vallée","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008186265047517365,"gpt":0.2142333621652046,"spread":0.2060470971176872,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004375856,0.0008061207,0.0009639342,0.000214005,0.0004581953,0.00007475662,0.0005593322,0.0004697715,0.0001923996],"category_scores_gemma":[0.0001081968,0.0008684952,0.0003828116,0.000706321,0.000391137,0.0002849362,0.0002537465,0.0004427685,0.00004218457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006244296,"about_ca_system_score_gemma":0.00007041445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001735602,"about_ca_topic_score_gemma":0.00007618541,"domain_scores_codex":[0.9959862,0.0000564254,0.001193761,0.0008697382,0.0004573305,0.001436568],"domain_scores_gemma":[0.9971195,0.0004890185,0.0004193029,0.001197243,0.0004090095,0.0003658832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003344681,0.0001143728,0.00004870989,0.0001726825,0.0001509357,0.000008049683,0.0004454984,0.9842494,0.01091083,0.0002099225,0.002449587,0.0009055966],"study_design_scores_gemma":[0.0018497,0.0003268272,0.00002951208,0.000185857,0.0001261775,0.00004941372,0.0001064009,0.9271984,0.03061683,0.000194951,0.03839911,0.0009168957],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.727523,0.002736888,0.2561334,0.00007463677,0.006007548,0.002268673,0.0004197481,0.001059067,0.003777024],"genre_scores_gemma":[0.8610377,0.001451559,0.1347155,0.0001897202,0.0007128972,0.0001554357,0.0003755307,0.0004462848,0.0009153858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1335147,"threshold_uncertainty_score":0.9993766,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}