{"meta":{"query_hash":"ffacc1714a4c","filters":{"venue":"Journal of Laser Micro/Nanoengineering"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/ffacc1714a4c","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Laser+Micro%2FNanoengineering"},"results":[{"id":"W2121807700","doi":"10.2961/jlmn.2009.01.0012","title":"Modification of the Optical Performance of Fiber Bragg Gratings Using Femtosecond Laser Micromachining","year":2009,"lang":"en","type":"article","venue":"Journal of Laser Micro/Nanoengineering","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; University of Manchester","keywords":"Materials science; Femtosecond; Fiber Bragg grating; Surface micromachining; PHOSFOS; Optoelectronics; Laser; Optics; Fiber; Fiber optic sensor; Plastic optical fiber; Composite material; Fabrication","score_opus":0.010938214089499278,"score_gpt":0.2213299590235436,"score_spread":0.21039174493404433,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2121807700","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":[0.995649,0.00046116664,0.0031829798,0.000039301638,0.00035186604,0.00010747155,0.000006958349,0.00003217189,0.00016910696],"genre_scores_gemma":[0.9636568,0.000041555384,0.036074605,0.000018079685,0.000111994785,5.6498453e-7,0.0000010410376,0.000047291414,0.000048088816],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983549,0.000016830409,0.0009308362,0.0001256728,0.00026786482,0.00030385747],"domain_scores_gemma":[0.9989902,0.00008411794,0.00037805043,0.00029640133,0.00016667081,0.00008457077],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002462811,0.00024494002,0.00043844903,0.00016476134,0.00004859773,0.000019191499,0.00033270806,0.00011061884,0.000022525186],"category_scores_gemma":[0.00005665666,0.00020448076,0.00019903535,0.0003352282,0.0000515794,0.00036688193,0.000030451665,0.00044845516,0.0000021718472],"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":[0.000012695599,0.000019492469,0.0002537336,0.00007179479,0.000037043264,0.0000026564246,0.00020213187,0.4737422,0.5245671,0.000006301836,0.000023314919,0.0010615279],"study_design_scores_gemma":[0.0005327538,0.00009322177,0.011090239,0.0004888914,0.00008237143,0.00024861918,0.00006381844,0.08404519,0.9029441,0.000014172072,0.00017876671,0.00021790285],"about_ca_topic_score_codex":0.0000012456693,"about_ca_topic_score_gemma":5.3401544e-7,"teacher_disagreement_score":0.38969702,"about_ca_system_score_codex":0.00010241741,"about_ca_system_score_gemma":0.000039209095,"threshold_uncertainty_score":0.83384836},"labels":[],"label_agreement":null},{"id":"W2483299676","doi":"10.2961/jlmn.2016.02.0014","title":"Processing of Back Surface of Si Wafers With a Pulsed Nd:YAG Laser","year":2016,"lang":"en","type":"article","venue":"Journal of Laser Micro/Nanoengineering","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":6,"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 interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"","keywords":"Materials science; Wafer; Laser; Surface (topology); Pulsed laser; Optoelectronics; Optics","score_opus":0.006214311710013781,"score_gpt":0.1915185838251678,"score_spread":0.18530427211515402,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2483299676","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":[0.97668016,0.0005280645,0.021976743,0.000087517794,0.00022835248,0.00013104192,0.000023567052,0.00015081812,0.00019373628],"genre_scores_gemma":[0.9706526,0.00009878374,0.0289178,0.0000105044355,0.000093924384,0.0000013738804,0.000001144635,0.000117338466,0.00010654213],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9981201,0.000023131332,0.00093881774,0.00016734697,0.00035085928,0.0003997076],"domain_scores_gemma":[0.99871874,0.00007045401,0.00043359326,0.00026974204,0.00036943197,0.00013805498],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036672683,0.0003390467,0.00067723554,0.0002562716,0.000025978552,0.0000411805,0.0004038856,0.0001365663,0.00007225018],"category_scores_gemma":[0.00004592895,0.00023138899,0.0001322242,0.00036067553,0.00009095527,0.000677009,0.000048824844,0.00020193662,0.0000054519373],"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":[0.00013248317,0.000043335436,0.0005703669,0.0010873773,0.00010908046,0.000026990716,0.00017965597,0.03659512,0.9598779,0.0000024161195,0.0004029366,0.0009723387],"study_design_scores_gemma":[0.0010801089,0.0001989103,0.00034023752,0.0026195233,0.00007004082,0.00011310585,0.00003532907,0.0009956826,0.99324983,0.000036308757,0.00095177063,0.0003091338],"about_ca_topic_score_codex":0.000006452794,"about_ca_topic_score_gemma":0.0000032218509,"teacher_disagreement_score":0.03559944,"about_ca_system_score_codex":0.00013636932,"about_ca_system_score_gemma":0.00010581714,"threshold_uncertainty_score":0.9435769},"labels":[],"label_agreement":null},{"id":"W4206151176","doi":"10.2961/jlmn.2020.02.2001","title":"Selective Area Nd:YAG Laser Functionalization of Digital Photocorrosion GaAs/AlGaAs Biosensor","year":2020,"lang":"en","type":"article","venue":"Journal of Laser Micro/Nanoengineering","topic":"Laser Design and Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Surface modification; Materials science; Laser; Biosensor; Optoelectronics; Nanotechnology; Optics; Chemical engineering","score_opus":0.013583959926402144,"score_gpt":0.19460034502802143,"score_spread":0.18101638510161927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206151176","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":[0.79963934,0.0004369034,0.19740705,0.00033250122,0.0004899349,0.00052249327,0.00013484775,0.00025147104,0.0007854517],"genre_scores_gemma":[0.9978077,0.000051295985,0.0016334718,0.00007489045,0.00025338412,0.000013614096,0.000019966988,0.00006429741,0.000081412785],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987171,0.000011416376,0.0006264402,0.0001534878,0.0002573675,0.00023413531],"domain_scores_gemma":[0.9991794,0.00007006202,0.00018692591,0.00013689852,0.00024513566,0.00018156994],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000085164014,0.00023609868,0.0003414433,0.0001796168,0.00004250122,0.000059949805,0.0001849459,0.00009798414,0.000052661097],"category_scores_gemma":[0.000057132278,0.00022409963,0.00018485186,0.0005589955,0.000020225574,0.0004482166,0.00002674697,0.00026448604,0.000025538215],"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":[0.00004722275,0.000044812885,0.00042851566,0.00011351083,0.000077413904,0.000009440969,0.00021321572,0.21413541,0.7776443,0.000017571549,0.007116309,0.00015232858],"study_design_scores_gemma":[0.0008907434,0.00015290141,0.0009344643,0.00014855035,0.00007287344,0.00007313431,0.00008468019,0.03513595,0.9467692,0.000042922446,0.015392663,0.00030192663],"about_ca_topic_score_codex":0.0000013344371,"about_ca_topic_score_gemma":6.8557597e-7,"teacher_disagreement_score":0.19816832,"about_ca_system_score_codex":0.00009899799,"about_ca_system_score_gemma":0.000044257748,"threshold_uncertainty_score":0.91385174},"labels":[],"label_agreement":null},{"id":"W4232480132","doi":"10.2961/jlmn.2008.03.0008","title":"http://www.jlps.gr.jp/jlmn/index.php?action=laser_volno&volno=303","year":2008,"lang":"en","type":"article","venue":"Journal of Laser Micro/Nanoengineering","topic":"Metallurgical and Alloy Processes","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Index (typography); Computer science; World Wide Web","score_opus":0.03553645191276903,"score_gpt":0.24669120411121967,"score_spread":0.21115475219845065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232480132","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":[0.9865938,0.0013232942,0.00924673,0.00032203135,0.0018724794,0.000115007075,0.000015455062,0.00011526655,0.00039594938],"genre_scores_gemma":[0.9846708,0.00058949104,0.008174989,0.00022571803,0.0011300325,0.000007153957,0.000004597476,0.00006868477,0.005128505],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9970696,0.0000620946,0.0011117087,0.00037017328,0.0007082462,0.0006781918],"domain_scores_gemma":[0.9981298,0.00015460915,0.0005517336,0.0003575253,0.00038518076,0.00042116045],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006281059,0.00042902018,0.0007163497,0.0003059477,0.00026597426,0.00014897551,0.00066033046,0.00017074915,0.0013573148],"category_scores_gemma":[0.00022083464,0.0003400718,0.0003511668,0.00044894242,0.00011978492,0.0009346123,0.00012683633,0.00053048227,0.0006737369],"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":[0.00011239149,0.00018898876,0.00056109426,0.00017391476,0.0000650558,0.0003709325,0.00020612628,0.012870459,0.9814593,0.000051690717,0.0036645103,0.0002755364],"study_design_scores_gemma":[0.0017240272,0.00022389459,0.0031773706,0.00035237178,0.00010750045,0.0036943806,0.00012992426,0.00082460954,0.6607594,0.00014756502,0.32806477,0.00079416746],"about_ca_topic_score_codex":0.000027723156,"about_ca_topic_score_gemma":0.000018981455,"teacher_disagreement_score":0.32440028,"about_ca_system_score_codex":0.00012370122,"about_ca_system_score_gemma":0.00019077121,"threshold_uncertainty_score":0.9999051},"labels":[],"label_agreement":null},{"id":"W4306354052","doi":"10.2961/jlmn.2022.02.2007","title":"Comparative Analysis of the Applicability of Feed-Forward and Recurrent Neural Networks for Prediction of Surface Quality of Laser Polished Surfaces","year":2022,"lang":"en","type":"article","venue":"Journal of Laser Micro/Nanoengineering","topic":"Laser Material Processing Techniques","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":"National Research Council Canada; Western University","funders":"","keywords":"Materials science; Artificial neural network; Surface (topology); Quality (philosophy); Laser; Feed forward; Optics; Computer science; Artificial intelligence; Geometry; Mathematics; Engineering; Control engineering; Physics","score_opus":0.0196129165278754,"score_gpt":0.26439317395158757,"score_spread":0.24478025742371218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4306354052","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":[0.98993313,0.0005059597,0.008308721,0.000026882495,0.00029980554,0.0002707764,0.00061387295,0.00003195023,0.000008907995],"genre_scores_gemma":[0.9974359,0.000042355776,0.0024498755,0.0000025823765,0.000026534108,0.0000075128432,0.000012866665,0.000019269812,0.0000030967587],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9980092,0.00010553466,0.0012666774,0.00013563583,0.0003026148,0.00018033314],"domain_scores_gemma":[0.99834925,0.00021041174,0.00082989386,0.00026027186,0.00029876607,0.000051395356],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010536108,0.0001876043,0.0009620318,0.00018429242,0.000045960358,0.000012203454,0.00031663265,0.00006550552,0.000011526159],"category_scores_gemma":[0.000049613354,0.00015473396,0.00030556542,0.0006818976,0.00009665331,0.00016412378,0.0001268317,0.0002365451,8.145944e-9],"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":[0.00013507476,0.000062275176,0.007735971,0.00052923575,0.00045176575,1.2297085e-7,0.0003846583,0.72992545,0.26061183,0.000005518818,0.00010564631,0.00005246171],"study_design_scores_gemma":[0.0006248672,0.00021536445,0.051998954,0.00011573858,0.00060458214,0.0000042771367,0.00027752033,0.29098555,0.65489835,0.0000397073,0.0000815705,0.00015351556],"about_ca_topic_score_codex":0.000044126842,"about_ca_topic_score_gemma":0.000014516296,"teacher_disagreement_score":0.43893987,"about_ca_system_score_codex":0.000096311625,"about_ca_system_score_gemma":0.000030069325,"threshold_uncertainty_score":0.6309868},"labels":[],"label_agreement":null},{"id":"W4382866985","doi":"10.2961/jlmn.2023.01.2002","title":"Applicability of Laser Polishing on Inconel 738 Surfaces Fabricated Through Direct Laser Deposition","year":2023,"lang":"en","type":"article","venue":"Journal of Laser Micro/Nanoengineering","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada; Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Inconel; Polishing; Materials science; Laser; Deposition (geology); Optoelectronics; Metallurgy; Optics","score_opus":0.012035354771980573,"score_gpt":0.22019025714167406,"score_spread":0.2081549023696935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382866985","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":[0.9957618,0.00022940023,0.0020373645,0.000084925094,0.00065031956,0.00014373411,0.00013255618,0.00028765464,0.0006722632],"genre_scores_gemma":[0.9980891,0.00030280827,0.0011352855,0.00003057591,0.00027699373,0.000008626148,0.00002678576,0.00008389083,0.00004593582],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982819,0.000041551917,0.0007575422,0.0002082664,0.0003044341,0.00040631543],"domain_scores_gemma":[0.9989994,0.00026801357,0.00024434135,0.00023042147,0.00015010993,0.0001076831],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00040815226,0.00032846731,0.0005873308,0.00024025569,0.000070643764,0.00008680963,0.0002847067,0.00013926474,0.000061440434],"category_scores_gemma":[0.00009770091,0.00029602152,0.00017150115,0.00046321674,0.00004121183,0.00047969597,0.00006442706,0.00031850958,0.000031789717],"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":[0.0000696277,0.00005257806,0.0002549605,0.0006599031,0.00016274239,0.000046501216,0.0003956217,0.6292001,0.3668585,0.0000048424617,0.0018351012,0.0004594923],"study_design_scores_gemma":[0.00046112912,0.00009474341,0.0055775577,0.00037194428,0.000052399955,0.000030077814,0.00010979732,0.0016348277,0.9883694,0.0000920686,0.0029018747,0.00030420005],"about_ca_topic_score_codex":0.000031544576,"about_ca_topic_score_gemma":0.000006392768,"teacher_disagreement_score":0.6275653,"about_ca_system_score_codex":0.0001267706,"about_ca_system_score_gemma":0.000028963033,"threshold_uncertainty_score":0.9999492},"labels":[],"label_agreement":null},{"id":"W4386865133","doi":"10.2961/jlmn.2023.02.2006","title":"Parametric Study of Ultrasuperhydrophobic Nanotextured Microstructured Surface Topographies Produced by Picosecond Laser Micromachining on H13 Tool Steel","year":2023,"lang":"en","type":"article","venue":"Journal of Laser Micro/Nanoengineering","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada; Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Surface micromachining; Picosecond; Parametric statistics; Laser; Nanotechnology; Optics; Fabrication","score_opus":0.006767463293541907,"score_gpt":0.2120809266058758,"score_spread":0.20531346331233388,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386865133","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":[0.9967664,0.00065201445,0.00010263829,0.00003347607,0.0012494159,0.00049394346,0.00008772119,0.00059902447,0.00001535121],"genre_scores_gemma":[0.99769664,0.00019768187,0.0016388394,0.00002439747,0.00015300528,0.000010601505,0.000016884733,0.00018951645,0.0000724162],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9970683,0.00007846432,0.0013163086,0.00039085053,0.0005024647,0.00064364495],"domain_scores_gemma":[0.9986257,0.00017319412,0.00037462285,0.00047526334,0.00020417584,0.00014704645],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00061465823,0.00060124166,0.0009479267,0.0011206706,0.00011017368,0.00017711332,0.0006294741,0.00022827384,0.00003073851],"category_scores_gemma":[0.0001363262,0.0005528275,0.00023146285,0.0019160017,0.00005701258,0.00043919033,0.00008877257,0.0006550958,0.0000109984285],"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":[0.000096425436,0.00016492968,0.0007768011,0.00036522362,0.0002596526,0.000075913726,0.00066216243,0.06262319,0.93043154,6.3607723e-7,0.004233681,0.00030985652],"study_design_scores_gemma":[0.00154385,0.00061217183,0.0025535265,0.00032958397,0.000098634424,0.00007763974,0.0002639347,0.0008605516,0.9922854,0.000020222575,0.00079350086,0.00056099304],"about_ca_topic_score_codex":0.000016602915,"about_ca_topic_score_gemma":0.000004875018,"teacher_disagreement_score":0.06185386,"about_ca_system_score_codex":0.00013959744,"about_ca_system_score_gemma":0.00004496278,"threshold_uncertainty_score":0.9996923},"labels":[],"label_agreement":null}]}