{"meta":{"query_hash":"399cf5258b94","filters":{"venue":"Optical Sensors and Sensing Congress"},"cohort_total":11,"direct_labels_cover":0,"predictions_cover":11,"exported":11,"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/399cf5258b94","api":"https://metacan.xera.ac/api/v1/cohort?venue=Optical+Sensors+and+Sensing+Congress"},"results":[{"id":"W2974924929","doi":"10.1364/es.2020.em2c.2","title":"Dual-comb correction with spectrally broadened fiber lasers","year":2020,"lang":"en","type":"preprint","venue":"Optical Sensors and Sensing 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":"Université Laval","funders":"","keywords":"Beat (acoustics); Broadband; Coherence (philosophical gambling strategy); Optics; Laser; Fiber laser; Frequency comb; Phase coherence; Spectroscopy; Physics; Materials science","score_opus":0.011451372125414581,"score_gpt":0.23704442519285843,"score_spread":0.22559305306744384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2974924929","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":[0.97745055,0.000048827198,0.0057334416,0.0023730586,0.00091040396,0.0005049647,0.000056188077,0.00045886153,0.012463689],"genre_scores_gemma":[0.9784219,0.000011801484,0.018860579,0.00007274407,0.00032957265,0.000004509651,0.00007828683,0.00007140218,0.0021491875],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99820316,0.000043723267,0.0002919082,0.00079799764,0.00023603713,0.00042714612],"domain_scores_gemma":[0.998978,0.0001616017,0.00018252752,0.00040743512,0.00011445407,0.00015594147],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000452434,0.00046990486,0.00059181225,0.00006755444,0.0001581182,0.00023795314,0.00010544022,0.0002505141,0.000068434005],"category_scores_gemma":[0.00002778681,0.0004033422,0.00011007674,0.00012463794,0.00037768937,0.00007977185,0.0003518825,0.0011375588,0.000034055807],"study_design_candidate":"design_other","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":[0.0035391913,0.0009874193,0.0168425,0.001173325,0.0055437637,0.0043268376,0.003054478,0.09850734,0.02247432,0.040752225,0.02734084,0.77545774],"study_design_scores_gemma":[0.012109964,0.0024876667,0.013631326,0.0059433216,0.0035124081,0.0007283428,0.008175365,0.30561423,0.4829933,0.088483684,0.06205737,0.014263039],"about_ca_topic_score_codex":0.000116412106,"about_ca_topic_score_gemma":0.0000129103155,"teacher_disagreement_score":0.7611947,"about_ca_system_score_codex":0.000039828967,"about_ca_system_score_gemma":0.000050572457,"threshold_uncertainty_score":0.99984187},"labels":[],"label_agreement":null},{"id":"W3085008926","doi":"10.1364/sensors.2020.sw3f.1","title":"A Design Methodology for Resonant Sensors based on Subwavelength Grating Waveguides at 1.31 μm","year":2020,"lang":"en","type":"article","venue":"Optical Sensors and Sensing 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":"National Research Council Canada","funders":"","keywords":"Grating; Sensitivity (control systems); Evanescent wave; Waveguide; Optics; Materials science; Fiber Bragg grating; Optoelectronics; Field (mathematics); Physics; Electronic engineering; Engineering; Mathematics","score_opus":0.07202637350125768,"score_gpt":0.2741167210217433,"score_spread":0.2020903475204856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3085008926","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":[0.9007053,0.00022675454,0.09192519,0.0021883028,0.00046861393,0.00070581393,0.00004082035,0.0004346133,0.0033046242],"genre_scores_gemma":[0.8256453,0.000043234177,0.17308268,0.00088436017,0.00015039153,0.000004974937,0.000010195298,0.00006639429,0.00011243049],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981697,0.0001541352,0.0003926179,0.0004819716,0.00020361591,0.0005979224],"domain_scores_gemma":[0.995772,0.0035202003,0.000046666122,0.00018903376,0.00008388274,0.00038823913],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00044820714,0.00033550605,0.00055097014,0.00005622328,0.0002126929,0.00008648119,0.00008548342,0.00021918213,0.000017364437],"category_scores_gemma":[0.0009850878,0.00028117062,0.000110735426,0.00013532989,0.00018130468,0.00005132576,0.00004373147,0.00026804628,0.000011580321],"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":[0.0046381904,0.00017233522,0.00021348118,0.0018660644,0.0006843271,0.0015851756,0.0038705692,0.430712,0.401956,0.018798988,0.006637149,0.12886572],"study_design_scores_gemma":[0.00069941394,0.00025453186,0.00007474786,0.00008198978,0.0000618165,0.000027056642,0.0001068396,0.9347136,0.0602192,0.0001213059,0.0032815079,0.00035801172],"about_ca_topic_score_codex":0.0000066247885,"about_ca_topic_score_gemma":0.0000054584693,"teacher_disagreement_score":0.50400156,"about_ca_system_score_codex":0.00005768088,"about_ca_system_score_gemma":0.000021535647,"threshold_uncertainty_score":0.99996406},"labels":[],"label_agreement":null},{"id":"W3089280350","doi":"10.1364/lacsea.2020.ltu3c.2","title":"Apodization in dual-comb spectroscopy for rapid measurement","year":2020,"lang":"en","type":"article","venue":"Optical Sensors and Sensing Congress","topic":"Advanced Fiber Laser Technologies","field":"Physics and Astronomy","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":"Université Laval","funders":"","keywords":"Apodization; Spectroscopy; Repetition (rhetorical device); Resolution (logic); Optics; Dual (grammatical number); Materials science; Interferometry; Spectral resolution; Image resolution; Computer science; Physics; Spectral line; Artificial intelligence","score_opus":0.028024578819932897,"score_gpt":0.2540867847402411,"score_spread":0.2260622059203082,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3089280350","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":[0.90575135,0.00006944318,0.08726599,0.0045556687,0.00014272168,0.00046170672,0.000017000106,0.00011150154,0.0016245884],"genre_scores_gemma":[0.97808194,0.0000051137117,0.02167614,0.00009381989,0.00010110693,0.0000027651547,0.000008256394,0.000015733858,0.000015151821],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991805,0.000016697326,0.00017856379,0.00026525944,0.00012325028,0.00023573707],"domain_scores_gemma":[0.999644,0.00006720849,0.000044968212,0.000097559496,0.00007324255,0.00007301372],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007367964,0.00012952225,0.00020571938,0.000028081422,0.00006721227,0.0000504352,0.00002874902,0.000045902354,0.000010846083],"category_scores_gemma":[0.00006560157,0.00012054966,0.000036147736,0.00010041654,0.00008454343,0.000063750595,0.00003595366,0.00012575113,0.0000034552113],"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":[0.0008304366,0.00037528382,0.012920776,0.00026085757,0.00028381607,0.00011076768,0.001831878,0.0049552843,0.48117894,0.19157466,0.0020745464,0.30360276],"study_design_scores_gemma":[0.0040366016,0.00045688773,0.0018005561,0.00017799411,0.000088287845,0.000006112726,0.0017004764,0.1589986,0.80218726,0.018931773,0.010666916,0.00094855775],"about_ca_topic_score_codex":0.000008996559,"about_ca_topic_score_gemma":0.0000027748379,"teacher_disagreement_score":0.3210083,"about_ca_system_score_codex":0.000019883924,"about_ca_system_score_gemma":0.000011289172,"threshold_uncertainty_score":0.49158722},"labels":[],"label_agreement":null},{"id":"W3095345203","doi":"10.1364/sensors.2020.sth5g.2","title":"Water Sensor for Testing Fluoride Concentrations in Groundwater to Improve Drinking Water Quality in Developing Countries","year":2020,"lang":"en","type":"article","venue":"Optical Sensors and Sensing Congress","topic":"Fluoride Effects and Removal","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Fluoride; Aluminium; Groundwater; Water quality; Environmental science; Voltage; Environmental engineering; Materials science; Environmental chemistry; Chemistry; Metallurgy; Inorganic chemistry; Engineering; Electrical engineering; Geotechnical engineering","score_opus":0.023282339067417765,"score_gpt":0.26148189499391944,"score_spread":0.23819955592650166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3095345203","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":[0.989937,0.000004130546,0.0013860726,0.0076183034,0.00024244137,0.0005193022,0.0000031225516,0.000031951764,0.00025764244],"genre_scores_gemma":[0.9789594,0.0000030457809,0.019108675,0.0016981459,0.00010642569,0.000004028659,0.000007229336,0.000021017231,0.000092076356],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99817353,0.00007868695,0.0004144278,0.0005017945,0.00019521062,0.0006363736],"domain_scores_gemma":[0.99932396,0.00034130973,0.000025207743,0.00010331632,0.00002926157,0.00017693224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045209168,0.00020106892,0.00031360675,0.000032063825,0.00018028787,0.00016612471,0.00006693893,0.00009660787,0.000026146654],"category_scores_gemma":[0.00022200811,0.00012912606,0.000033975943,0.00010505352,0.00016857385,0.00015934138,0.00016166788,0.00015484668,0.0000464888],"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":[0.00027499074,0.000035536446,0.04689331,0.00011499075,0.000016994742,0.00022084484,0.0061100097,0.0051914025,0.9336405,0.0007237595,0.00005599368,0.0067216684],"study_design_scores_gemma":[0.0026611395,0.0003469264,0.042059984,0.00025895832,0.00003333457,0.000053106523,0.0005826646,0.1303175,0.80557084,0.0004035548,0.016445527,0.0012664739],"about_ca_topic_score_codex":0.00051376334,"about_ca_topic_score_gemma":0.00035200038,"teacher_disagreement_score":0.12806967,"about_ca_system_score_codex":0.00012011322,"about_ca_system_score_gemma":0.000008373222,"threshold_uncertainty_score":0.5265608},"labels":[],"label_agreement":null},{"id":"W3111987271","doi":"10.1364/es.2020.ew3h.3","title":"Direct and Fast Detection of Trace Selenium in Water by Laser-Induced Breakdown Spectroscopy and by Laser-Ablation-Assisted Laser-Induced Fluorescence","year":2020,"lang":"en","type":"article","venue":"Optical Sensors and Sensing Congress","topic":"Laser-induced spectroscopy and plasma","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","funders":"","keywords":"Laser-induced breakdown spectroscopy; Laser ablation; Spectroscopy; Laser; Laser-induced fluorescence; Ablation; Fluorescence spectroscopy; Selenium; Materials science; Fluorescence; Analytical Chemistry (journal); TRACE (psycholinguistics); Optics; Optoelectronics; Chemistry; Environmental chemistry","score_opus":0.008484505877666906,"score_gpt":0.20738597052931607,"score_spread":0.19890146465164915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3111987271","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":[0.9983187,0.000051971805,0.00006799409,0.0004485691,0.00020072887,0.00028054175,0.000064793014,0.00015174165,0.0004150078],"genre_scores_gemma":[0.9990296,0.00012777513,0.00058004,0.00005308338,0.00007129455,0.0000025471277,0.00003316096,0.000056038323,0.000046463636],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9980415,0.00011350587,0.00047072835,0.0005718195,0.00024701052,0.00055539556],"domain_scores_gemma":[0.9990775,0.0002575402,0.000063044965,0.00017642837,0.00006277276,0.00036271688],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017408817,0.00040745118,0.0005942112,0.00009118169,0.00014915738,0.000153514,0.00007081697,0.00031219513,0.000013672877],"category_scores_gemma":[0.00008219406,0.0003598437,0.000048790833,0.00025045616,0.00012654069,0.00024040733,0.00004785743,0.0004627639,0.0000060739576],"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":[0.00017199446,0.00003650936,0.00027060334,0.00012258367,0.000044374334,0.000035282013,0.0004497433,0.00010408532,0.99010485,0.0000039173237,0.00011294344,0.008543095],"study_design_scores_gemma":[0.000984478,0.00023162497,0.00080584944,0.00008150345,0.00005062677,0.000044928795,0.00013734576,0.11633573,0.88070387,0.000006627933,0.0002258838,0.00039155336],"about_ca_topic_score_codex":0.00015898907,"about_ca_topic_score_gemma":0.00016799351,"teacher_disagreement_score":0.11623164,"about_ca_system_score_codex":0.000050472623,"about_ca_system_score_gemma":0.000012526045,"threshold_uncertainty_score":0.9998854},"labels":[],"label_agreement":null},{"id":"W3120314896","doi":"10.1364/ais.2020.aw1i.2","title":"Potential of spectroscopy for fruits and vegetables processing and quality assessment","year":2020,"lang":"en","type":"article","venue":"Optical Sensors and Sensing Congress","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","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":"Lethbridge College","funders":"","keywords":"Quality (philosophy); Quality assessment; Spectroscopy; Food science; Computer science; Environmental science; Agricultural engineering; Biology; Engineering; Physics; Reliability engineering; Evaluation methods","score_opus":0.034352436562780524,"score_gpt":0.3218020020036255,"score_spread":0.287449565440845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3120314896","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":[0.9931359,0.00095099816,0.0037576961,0.0007309125,0.000022837887,0.00006713382,0.000019051584,0.000028640146,0.0012868065],"genre_scores_gemma":[0.9822309,0.0001269311,0.017339732,0.00008857296,0.00010251552,6.804277e-7,0.000006046214,0.000014916418,0.00008967544],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989663,0.000015453077,0.00027527788,0.00035332626,0.00015720772,0.00023248367],"domain_scores_gemma":[0.9993383,0.00019062885,0.00011312817,0.000082870356,0.000092004484,0.00018301915],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010422082,0.00016247804,0.0004310389,0.00003052747,0.0001429707,0.000113521775,0.0000371654,0.00010536159,0.000019515956],"category_scores_gemma":[0.00017113864,0.00014309293,0.00004319928,0.00010291718,0.00026670372,0.00006804204,0.000056912188,0.00013468733,1.3571983e-7],"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":[0.00015632219,0.000041974028,0.0048753303,0.0010935062,0.00010287448,0.000011448497,0.0001847998,0.000013486749,0.9857037,0.0012475773,0.000024277482,0.006544678],"study_design_scores_gemma":[0.0015519463,0.00015124887,0.004555917,0.000108324035,0.00049800664,0.000035212444,0.0012780182,0.053067878,0.9376084,0.00047344263,0.00026230462,0.00040925705],"about_ca_topic_score_codex":0.00002119483,"about_ca_topic_score_gemma":0.0000025038037,"teacher_disagreement_score":0.05305439,"about_ca_system_score_codex":0.000011561361,"about_ca_system_score_gemma":0.000023635874,"threshold_uncertainty_score":0.583516},"labels":[],"label_agreement":null},{"id":"W3126655221","doi":"10.1364/sensors.2020.stu5d.2","title":"Optical Fibers for Dosimetry in External Beam Therapy","year":2020,"lang":"en","type":"article","venue":"Optical Sensors and Sensing Congress","topic":"Advanced Optical Sensing Technologies","field":"Physics and Astronomy","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":"TRIUMF","funders":"","keywords":"Beam (structure); Proton; Dosimetry; Materials science; Optics; Proton therapy; Optical fiber; Neutron; Quenching (fluorescence); Optoelectronics; Nuclear physics; Physics; Nuclear medicine; Fluorescence","score_opus":0.020906308141820533,"score_gpt":0.26792218912794746,"score_spread":0.24701588098612692,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3126655221","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":[0.9667071,0.00008656563,0.030141428,0.0017540954,0.00013048905,0.00030832546,0.00001041507,0.00011050616,0.0007510504],"genre_scores_gemma":[0.9125467,0.000010081552,0.086864896,0.00029970572,0.00019937231,0.0000020645475,0.0000049472073,0.000030591957,0.000041625026],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99856114,0.000020639687,0.0002985429,0.00047550528,0.00015460151,0.0004895853],"domain_scores_gemma":[0.99898857,0.00050908787,0.00005393056,0.00017192183,0.000057156292,0.00021934113],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008511793,0.00024558458,0.00039167027,0.00004580819,0.00010634092,0.000109455774,0.00010398409,0.00011943605,0.000018538214],"category_scores_gemma":[0.00014413659,0.00021288524,0.00009566206,0.00016935635,0.0003508157,0.00009334476,0.00008883239,0.0003319222,0.000007969012],"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":[0.0012595445,0.00031489576,0.021858376,0.00007044678,0.00019283524,0.00018559168,0.00054590247,0.00216592,0.15588248,0.15428948,0.000422711,0.6628118],"study_design_scores_gemma":[0.008438027,0.0011643962,0.0071193636,0.0003240247,0.00010556568,0.000036309713,0.001592251,0.23613325,0.6945829,0.041655377,0.0067269276,0.0021215992],"about_ca_topic_score_codex":0.000013613752,"about_ca_topic_score_gemma":6.089062e-7,"teacher_disagreement_score":0.66069025,"about_ca_system_score_codex":0.00001733831,"about_ca_system_score_gemma":0.000014074651,"threshold_uncertainty_score":0.8681208},"labels":[],"label_agreement":null},{"id":"W3127499432","doi":"10.1364/es.2020.em2c.4","title":"Dual electro-optic comb spectroscopy using quadrature demodulation","year":2020,"lang":"en","type":"article","venue":"Optical Sensors and Sensing Congress","topic":"Advanced Fiber Laser Technologies","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Demodulation; Spectroscopy; Dual (grammatical number); Optics; Quadrature (astronomy); Modulation (music); Materials science; Molecular spectroscopy; Quadrature amplitude modulation; Optoelectronics; Physics; Computer science; Telecommunications; Bit error rate; Acoustics; Decoding methods","score_opus":0.015534000176648381,"score_gpt":0.2548267205380931,"score_spread":0.2392927203614447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3127499432","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":[0.9739345,0.000049261376,0.023552388,0.0012944724,0.00010023425,0.00013814277,0.000008896925,0.00013614152,0.0007859983],"genre_scores_gemma":[0.9532942,0.0000023342948,0.046295702,0.000097154676,0.00023853272,3.636144e-7,0.000012868292,0.000025879035,0.000032942728],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989024,0.000030505,0.00019942939,0.00036321083,0.000141251,0.00036319692],"domain_scores_gemma":[0.99948037,0.00008957767,0.0000754272,0.00015344389,0.000061209554,0.00013994992],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000036354017,0.00021210726,0.00028238568,0.000031436124,0.00017983105,0.000114399045,0.000053277614,0.0000979878,0.000021679582],"category_scores_gemma":[0.0000338946,0.00019663849,0.000055123834,0.00017139946,0.00017286772,0.0001289817,0.000067338646,0.0003700082,0.000009241178],"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":[0.00019870412,0.00008012634,0.0070767915,0.000050692168,0.00019128998,0.00013741387,0.00049603777,0.0054542786,0.87249196,0.09714134,0.00033102813,0.016350348],"study_design_scores_gemma":[0.0011670581,0.00023738532,0.001070442,0.00007856443,0.0001496725,0.000046864014,0.00082114537,0.55930966,0.4244181,0.010732114,0.0011397895,0.0008292062],"about_ca_topic_score_codex":0.000015525346,"about_ca_topic_score_gemma":6.6008977e-7,"teacher_disagreement_score":0.5538554,"about_ca_system_score_codex":0.000019544592,"about_ca_system_score_gemma":0.000016803726,"threshold_uncertainty_score":0.8018685},"labels":[],"label_agreement":null},{"id":"W3128029343","doi":"10.1364/es.2020.em3c.5","title":"Multiphase Flow Characterization and Modeling Using Distributed Fiber Optic Sensors to Prevent Well Blowout","year":2020,"lang":"en","type":"article","venue":"Optical Sensors and Sensing Congress","topic":"Flow Measurement and Analysis","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":"Schlumberger (Canada)","funders":"","keywords":"Distributed acoustic sensing; Wellbore; Optical fiber; Multiphase flow; Flow (mathematics); Characterization (materials science); Fiber optic sensor; Petroleum engineering; Materials science; Fiber; Acoustics; Geology; Computer science; Environmental science; Mechanics; Nanotechnology; Telecommunications; Composite material; Physics","score_opus":0.025362578127900715,"score_gpt":0.22934310032036684,"score_spread":0.20398052219246612,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3128029343","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":[0.949887,0.000050600283,0.049214374,0.00036061104,0.000105970015,0.00018045297,0.000029439147,0.00012881632,0.00004278032],"genre_scores_gemma":[0.9831734,0.000029658999,0.016426934,0.00007835833,0.00014564858,6.176937e-7,0.00005401424,0.00004109209,0.000050321785],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987998,0.000037280814,0.0003009759,0.00033590588,0.00020449611,0.0003215442],"domain_scores_gemma":[0.99934363,0.000040498504,0.000025411511,0.00011885479,0.00008555071,0.00038605568],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009583309,0.00024745788,0.00033938055,0.000062296946,0.00014301375,0.00016838733,0.00003879871,0.000099117846,0.000023917639],"category_scores_gemma":[0.00008725667,0.00024103626,0.000058431164,0.00019662897,0.0000381838,0.00011261002,0.000042368953,0.00015360909,0.000015783427],"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":[0.000035311983,0.000018695097,0.000050070834,0.00008931319,0.000093526396,0.000063405125,0.00034813888,0.8485362,0.14430432,0.000008909336,0.000013335196,0.006438759],"study_design_scores_gemma":[0.0003347697,0.00002483572,0.000034305383,0.00009872313,0.00014701553,0.000016041997,0.00006267421,0.99159163,0.006997254,0.0000016276601,0.00038197183,0.0003091675],"about_ca_topic_score_codex":0.000008550157,"about_ca_topic_score_gemma":0.0000019179777,"teacher_disagreement_score":0.1430554,"about_ca_system_score_codex":0.000031420546,"about_ca_system_score_gemma":0.0000059847607,"threshold_uncertainty_score":0.98291737},"labels":[],"label_agreement":null},{"id":"W3128692869","doi":"10.1364/ais.2020.atu4i.4","title":"Hadamard-Transform Fluorescence Excitation-Emission-Matrix Spectroscopy: Rapid Multivariate Analysis of Fluorophores","year":2020,"lang":"en","type":"article","venue":"Optical Sensors and Sensing Congress","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria; Queen's University","funders":"","keywords":"Hadamard transform; Fluorescence; Spectroscopy; Fluorescence spectroscopy; Materials science; Excitation; Matrix (chemical analysis); Analytical Chemistry (journal); Chemistry; Optics; Physics; Chromatography","score_opus":0.015380430335686248,"score_gpt":0.26848690066720393,"score_spread":0.2531064703315177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3128692869","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":[0.996384,0.000041541138,0.0012116103,0.0016480087,0.00007433064,0.00008500529,0.000015101348,0.00004182661,0.0004985594],"genre_scores_gemma":[0.9862143,0.000055698532,0.013450503,0.000045143213,0.000054049542,3.9793366e-7,0.000011418815,0.00001306013,0.00015542169],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983349,0.0001023108,0.00040260857,0.00045243726,0.00041255134,0.00029519296],"domain_scores_gemma":[0.9991249,0.0002340338,0.000102514256,0.00019238041,0.00003225814,0.0003139217],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021023408,0.00019503273,0.00049521384,0.000075015974,0.00016213066,0.000073773925,0.00011231121,0.00008791294,0.00021937964],"category_scores_gemma":[0.00018799814,0.0001588385,0.00018784395,0.0007383559,0.00033965698,0.000105802595,0.0000755705,0.00015083964,0.00002110666],"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":[0.00013425501,0.00006528204,0.012867369,0.00004402893,0.00057236804,0.000055218563,0.002517022,0.00443278,0.97046655,0.000084690946,0.00022224123,0.008538165],"study_design_scores_gemma":[0.00063754676,0.00018464364,0.042629212,0.00007602241,0.0018342817,0.000003787785,0.0008619023,0.5221858,0.42994478,0.00020549161,0.00082494045,0.00061156537],"about_ca_topic_score_codex":0.00055254926,"about_ca_topic_score_gemma":0.0000059104104,"teacher_disagreement_score":0.5405218,"about_ca_system_score_codex":0.00003273034,"about_ca_system_score_gemma":0.0000068140025,"threshold_uncertainty_score":0.6477246},"labels":[],"label_agreement":null},{"id":"W3128890755","doi":"10.1364/ais.2020.am4f.2","title":"Combined MIR Quantum Cascade Laser Reflectance Spectroscopy and Laser-Induced Breakdown Spectroscopy for Mineral Quantification","year":2020,"lang":"en","type":"article","venue":"Optical Sensors and Sensing Congress","topic":"Laser-induced spectroscopy and plasma","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","funders":"","keywords":"Laser-induced breakdown spectroscopy; Spectroscopy; Kaolinite; Quantum cascade laser; Materials science; Laser; Mineral; Infrared spectroscopy; Diffuse reflectance infrared fourier transform; Reflectivity; Analytical Chemistry (journal); Optoelectronics; Optics; Chemistry; Physics; Environmental chemistry","score_opus":0.022415517600660493,"score_gpt":0.25852106085454934,"score_spread":0.23610554325388886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3128890755","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":[0.99334013,0.00006408557,0.0016028358,0.0026495573,0.0006347222,0.0005284987,0.000064663574,0.00035117747,0.00076434534],"genre_scores_gemma":[0.98901856,0.0001112027,0.009973169,0.00030651927,0.00035577704,0.000006915709,0.00005390251,0.00008815424,0.00008578879],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9979092,0.00006065864,0.00044736365,0.0006575,0.0002244497,0.0007008428],"domain_scores_gemma":[0.99873686,0.0003693811,0.00007606871,0.0002673536,0.000090199566,0.00046011948],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015313727,0.00045410384,0.0005945096,0.00007323568,0.00026384142,0.0002643493,0.000107834545,0.00027207765,0.00001790566],"category_scores_gemma":[0.00016012906,0.00043800604,0.0000927529,0.00023697714,0.00014812892,0.00018579808,0.00003514508,0.00044154003,0.000018659632],"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":[0.00044531058,0.000030705247,0.00007646563,0.00016448238,0.00007158847,0.000056342844,0.00029549262,0.0003232409,0.9952494,0.0015726143,0.0012938114,0.00042056304],"study_design_scores_gemma":[0.0010960638,0.00036519737,0.00032972614,0.000057088226,0.00006774196,0.00004012389,0.00008297274,0.33170933,0.6646988,0.0002567769,0.00085683126,0.0004393871],"about_ca_topic_score_codex":0.000022468557,"about_ca_topic_score_gemma":0.000052525742,"teacher_disagreement_score":0.3313861,"about_ca_system_score_codex":0.000058836613,"about_ca_system_score_gemma":0.000025093292,"threshold_uncertainty_score":0.9998072},"labels":[],"label_agreement":null}]}