{"meta":{"query_hash":"81c176180432","filters":{"venue":"Advanced Solid-State Lasers"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/81c176180432","api":"https://metacan.xera.ac/api/v1/cohort?venue=Advanced+Solid-State+Lasers"},"results":[{"id":"W2040704034","doi":"10.1364/assl.2002.mb17","title":"Blue thulium-doped double-clad fiber amplifier by an up-conversion process : Numerical Model","year":2002,"lang":"en","type":"article","venue":"Advanced Solid-State Lasers","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":"Thulium; Citation; Optical amplifier; Fiber laser; Computer science; Doping; Optoelectronics; Fiber amplifier; Process (computing); Laser; Publishing; Optical fiber; Materials science; Optics; Physics; Telecommunications; Library science; Political science","score_opus":0.015512848244595989,"score_gpt":0.2490457785863312,"score_spread":0.23353293034173522,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040704034","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18098426,0.0034486074,0.67543876,0.0021717658,0.00029850844,0.00036647794,0.00062614586,0.00081719074,0.13584828],"genre_scores_gemma":[0.84441483,0.0024817153,0.091111444,0.00027400994,0.00008791533,0.00039190755,0.00022466993,0.00020487257,0.060808543],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998703,0.000021751943,0.0000036051267,0.0000166109,0.00007091426,0.00001682165],"domain_scores_gemma":[0.99973303,0.00011994986,0.000032888867,0.000017741502,0.00007382746,0.000022544446],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042027343,0.00043628362,0.0005167567,0.00035962777,0.00063521723,0.0009283433,0.0011974131,0.001370606,0.003636192],"category_scores_gemma":[0.0009468019,0.00043865337,0.0006279339,0.000481675,0.0009946835,0.0015109077,0.00057570316,0.0007367153,0.0009767476],"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":[0.000092851384,0.00008483257,0.00053160504,0.00021714611,0.000030159381,0.00027496816,0.00024576258,0.8976837,0.018599717,0.07317615,0.0017270084,0.0073362514],"study_design_scores_gemma":[0.000009859095,0.0000059566096,0.000046005396,0.0000065158174,0.0000034288892,0.000016447511,0.000007119161,0.9967349,0.00063059677,0.0019579686,0.0005755154,0.0000055798687],"about_ca_topic_score_codex":0.0111339865,"about_ca_topic_score_gemma":0.011334409,"teacher_disagreement_score":0.0111339865,"about_ca_system_score_codex":0.001792195,"about_ca_system_score_gemma":0.001257086,"threshold_uncertainty_score":0.022138357},"labels":[],"label_agreement":null},{"id":"W2104438105","doi":"10.1364/assl.2000.tub16","title":"Dual wavelength chirped pulse amplification system","year":2000,"lang":"en","type":"article","venue":"Advanced Solid-State Lasers","topic":"Laser-Matter Interactions and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Chirped pulse amplification; Regenerative amplification; Optics; Amplifier; Ultrashort pulse; Pulse (music); Wavelength; Chirp; Optical amplifier; Optical parametric amplifier; Physics; Femtosecond pulse shaping; Optoelectronics; Materials science; Laser","score_opus":0.007067779972053974,"score_gpt":0.2640022647127678,"score_spread":0.2569344847407138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104438105","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5666088,0.002142428,0.3827736,0.0015986193,0.000987654,0.00056465436,0.0007038454,0.007513959,0.03710645],"genre_scores_gemma":[0.7968534,0.00045254384,0.18578564,0.00033876937,0.00022679873,0.00028838968,0.00025707975,0.0000834124,0.015713925],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991824,0.000041212883,0.000028413346,0.00023326479,0.00042208072,0.00009249953],"domain_scores_gemma":[0.9994531,0.00011344202,0.000082334285,0.0000933372,0.00016746804,0.00009021068],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029748556,0.00042540193,0.00044078,0.0008352391,0.0006555282,0.00068302796,0.0014810517,0.001025231,0.0068442156],"category_scores_gemma":[0.0005154214,0.00048605032,0.00023723187,0.00044825877,0.0005536611,0.00097283494,0.001067287,0.00093317375,0.0019268235],"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":[0.00017758113,0.000053628253,0.00031170915,0.00006476525,0.000015583331,0.0001528505,0.000047695958,0.0006490362,0.96886235,0.0023362665,0.0007621142,0.026566345],"study_design_scores_gemma":[0.000089333254,0.00043658566,0.0014579234,0.000026292422,0.000048319886,0.0015079675,0.00002872036,0.038677346,0.9427343,0.0011829345,0.013724054,0.00008626801],"about_ca_topic_score_codex":0.0005299122,"about_ca_topic_score_gemma":0.0009127285,"teacher_disagreement_score":0.0068442156,"about_ca_system_score_codex":0.00064596435,"about_ca_system_score_gemma":0.0006450112,"threshold_uncertainty_score":0.02289623},"labels":[],"label_agreement":null},{"id":"W2296205223","doi":"10.1364/assl.2000.we3","title":"Pressure Tuning of Thermal Lensing: Application to High Brightness Source Development","year":2000,"lang":"en","type":"article","venue":"Advanced Solid-State Lasers","topic":"Solid State Laser 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":"University of Toronto","funders":"","keywords":"Optics; Laser beam quality; Materials science; Laser; Diffraction; Brightness; Birefringence; Thermal; Optoelectronics; Laser pumping; Adaptive optics; Diode; Beam (structure); Optical pumping; Laser diode; Laser beams; Physics","score_opus":0.0050781852567198015,"score_gpt":0.21760153422597286,"score_spread":0.21252334896925307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2296205223","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.70661205,0.009607786,0.2653447,0.0007069176,0.00013964802,0.00019519357,0.00016686747,0.0026916438,0.014535244],"genre_scores_gemma":[0.9213645,0.0036497407,0.071401805,0.000082838094,0.000094949704,0.000078231795,0.00009404913,0.00019271146,0.0030413652],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997322,0.00003168093,0.00001561135,0.000044821867,0.0001420701,0.000033642136],"domain_scores_gemma":[0.99952996,0.00015944072,0.000109535504,0.000053045354,0.00010038553,0.0000477812],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003715271,0.00030047452,0.00023925988,0.0004109972,0.00031267366,0.0006641409,0.0004924456,0.00038009393,0.001364065],"category_scores_gemma":[0.000867926,0.00032059918,0.00015106254,0.00047414552,0.0004208696,0.00076741056,0.0006758045,0.00039695477,0.00042237382],"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":[0.000081117265,0.000020251815,0.0005087972,0.0001424156,0.00000655228,0.00007577751,0.000088360845,0.0007423361,0.9591701,0.0009944977,0.00022114358,0.037948687],"study_design_scores_gemma":[0.000015922033,0.00017873092,0.0012253838,0.0000075626876,0.0000091304455,0.0002559504,0.000024515191,0.0060870335,0.9878249,0.00027264934,0.004081387,0.000016822423],"about_ca_topic_score_codex":0.0003294745,"about_ca_topic_score_gemma":0.00040149345,"teacher_disagreement_score":0.001364065,"about_ca_system_score_codex":0.00031911352,"about_ca_system_score_gemma":0.00032316125,"threshold_uncertainty_score":0.0045632124},"labels":[],"label_agreement":null},{"id":"W2314499873","doi":"10.1364/assl.2000.tub8","title":"Principles and limitations of a quarter-wave plate for reducing the depolarization loss from thermally induced birefringence in Nd:YAG lasers","year":2000,"lang":"en","type":"article","venue":"Advanced Solid-State Lasers","topic":"Solid State Laser Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Birefringence; Depolarization; Waveplate; Laser; Optics; Materials science; Polarization (electrochemistry); Quarter (Canadian coin); Physics; Medicine; Chemistry","score_opus":0.03632647693241333,"score_gpt":0.24656621164646053,"score_spread":0.2102397347140472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2314499873","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37670997,0.0032810464,0.5966299,0.0009421285,0.00016161831,0.00018541774,0.000081065526,0.000568333,0.021440547],"genre_scores_gemma":[0.82460195,0.0020076921,0.16788413,0.00008343569,0.000028718,0.0001331131,0.000027319482,0.00011257328,0.005121158],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99974996,0.000036768248,0.000008730094,0.000021681315,0.00016061336,0.000022190308],"domain_scores_gemma":[0.9997018,0.00014162289,0.000035333273,0.00006305941,0.00004009294,0.000018158044],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005888428,0.0005260432,0.00034526916,0.00031877478,0.0004805452,0.0009857988,0.0010935153,0.00074274355,0.0011775437],"category_scores_gemma":[0.0005610449,0.0005087022,0.00040879648,0.00019745105,0.0014083037,0.0011503323,0.00057253405,0.00086726504,0.00039725626],"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":[0.0003184134,0.00019926619,0.001032989,0.00059862435,0.00005792996,0.0003194716,0.00031896352,0.11597094,0.6133762,0.2309168,0.00060571625,0.036284745],"study_design_scores_gemma":[0.000079344136,0.000577798,0.0010736444,0.00008463757,0.000044873068,0.0005823864,0.00015702021,0.5742836,0.3688259,0.046173006,0.007985046,0.00013275394],"about_ca_topic_score_codex":0.00039537443,"about_ca_topic_score_gemma":0.00051884004,"teacher_disagreement_score":0.0011775437,"about_ca_system_score_codex":0.00054162246,"about_ca_system_score_gemma":0.00079194497,"threshold_uncertainty_score":0.003939271},"labels":[],"label_agreement":null},{"id":"W2323827964","doi":"10.1364/assl.2015.ath2a.33","title":"Hybrid Fiber/Solid-State Picosecond Pulse Burst Laser with Diffraction-Limited Beam Quality in the Deep Ultraviolet","year":2015,"lang":"en","type":"article","venue":"Advanced Solid-State Lasers","topic":"Solid State Laser Technologies","field":"Engineering","cited_by":7,"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 d'Optique","funders":"","keywords":"Materials science; Picosecond; Optics; Fiber laser; Laser beam quality; Ultraviolet; Optoelectronics; Diffraction; Laser; Solid-state; Pulse (music); Optical fiber; Beam (structure); Laser beams; Physics; Engineering physics; Detector","score_opus":0.01628110804158915,"score_gpt":0.2717772877985096,"score_spread":0.25549617975692046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2323827964","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99267983,0.00015095127,0.005359701,0.0000332869,0.000007229316,0.000008821454,0.00007293416,0.00012554954,0.0015618257],"genre_scores_gemma":[0.98741186,0.000080198864,0.008721735,0.000013133673,0.000008194033,0.000028837276,0.00012439379,0.000034510413,0.0035770754],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998344,0.000013394675,0.00000773517,0.000018697068,0.00010098194,0.000024770536],"domain_scores_gemma":[0.9997656,0.00006512935,0.00003634354,0.000042585398,0.00005225939,0.000038157363],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001774691,0.0001464606,0.00021347031,0.0002272229,0.00022709859,0.0003481436,0.0002474857,0.00025661077,0.0014404888],"category_scores_gemma":[0.00017673941,0.0001730283,0.000081572434,0.0002245131,0.00034703582,0.00025836285,0.00032301398,0.00026883837,0.00027983534],"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":[0.00008985718,0.000013761489,0.00057444733,0.000013926149,0.000004260566,0.00003980219,0.000045003402,0.0003408175,0.9960078,0.00053959066,0.0000608319,0.002269939],"study_design_scores_gemma":[0.000033390123,0.0002294783,0.0033984436,0.000005941246,0.0000090823205,0.00022855707,0.00003952079,0.0072461143,0.98623836,0.00030317783,0.0022576486,0.000010320129],"about_ca_topic_score_codex":0.0005219852,"about_ca_topic_score_gemma":0.0013223176,"teacher_disagreement_score":0.0014404888,"about_ca_system_score_codex":0.00030593286,"about_ca_system_score_gemma":0.00030761285,"threshold_uncertainty_score":0.0048189163},"labels":[],"label_agreement":null}]}