{"meta":{"query_hash":"e401827a40e8","filters":{"venue":"Integrated analytical systems"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/e401827a40e8","api":"https://metacan.xera.ac/api/v1/cohort?venue=Integrated+analytical+systems"},"results":[{"id":"W142554246","doi":"10.1007/978-1-4419-5582-1_2","title":"History of the Early Biodetection Development","year":2014,"lang":"en","type":"book-chapter","venue":"Integrated analytical systems","topic":"Bacillus and Francisella bacterial research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Sizing; Aerosol; Nanotechnology; Range (aeronautics); Particle (ecology); Environmental science; Spore; Reliability (semiconductor); Aerospace engineering; Biochemical engineering; Process engineering; Engineering; Meteorology; Physics; Biology; Materials science; Chemistry; Ecology; Microbiology","score_opus":0.02117567404204274,"score_gpt":0.21963415418563093,"score_spread":0.1984584801435882,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W142554246","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027213184,0.004823603,0.005587986,0.00007059383,0.00552015,0.0011194098,0.000120869605,0.0000418511,0.95550233],"genre_scores_gemma":[0.39956382,0.00003626981,0.000008469471,0.000016830734,0.0002812272,0.000008389358,0.000050285442,0.000031577052,0.6000031],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99863553,0.000055393055,0.0004594441,0.00033519135,0.00031704773,0.00019739511],"domain_scores_gemma":[0.99892664,0.000014886719,0.00020151332,0.00044733478,0.00031624577,0.00009340008],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028784398,0.00023673152,0.0003450475,0.000063847445,0.000035781417,0.00001876142,0.00031413854,0.00057973556,0.00011189571],"category_scores_gemma":[0.00007424407,0.00015116269,0.00021047312,0.000026607928,0.00021893207,9.3789106e-7,0.0000943953,0.00028938023,0.000073706986],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014004854,0.00019946277,0.0007548405,0.0015312991,0.0036886747,0.000020394946,0.00032919063,0.00007150054,0.6682093,0.11983564,0.12732135,0.07663783],"study_design_scores_gemma":[0.00013445536,0.000131006,0.00006843098,0.00019304513,0.00003418022,0.000005476389,0.0000038065746,0.0001823841,0.0029604319,0.00003150819,0.9960633,0.00019200456],"about_ca_topic_score_codex":0.00016310702,"about_ca_topic_score_gemma":0.00005068299,"teacher_disagreement_score":0.8687419,"about_ca_system_score_codex":0.0002625276,"about_ca_system_score_gemma":0.00046515797,"threshold_uncertainty_score":0.6164236},"labels":[],"label_agreement":null},{"id":"W1514869502","doi":"10.1007/978-0-387-98063-8_15","title":"Deep-Probe Optical Waveguides for Chemical and Biosensors","year":2009,"lang":"en","type":"book-chapter","venue":"Integrated analytical systems","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"GDG Environnement","funders":"","keywords":"Biosensor; Penetration depth; Refractive index; Materials science; Waveguide; Evanescent wave; Absorbance; Optoelectronics; Penetration (warfare); Substrate (aquarium); Optics; Layer (electronics); Nanotechnology","score_opus":0.015381503948569575,"score_gpt":0.22294249457973953,"score_spread":0.20756099063116995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1514869502","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0007347997,0.0042364527,0.012690859,0.00012604917,0.000478364,0.00095130526,0.00012692498,0.00069410447,0.97996116],"genre_scores_gemma":[0.7491047,0.0010804788,0.0051600714,0.00023820928,0.001827517,0.00013843247,0.00054082886,0.0005856173,0.24132416],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99794763,0.00000933741,0.00074748107,0.0005063874,0.00028094705,0.000508239],"domain_scores_gemma":[0.99871725,0.00034271664,0.000058121874,0.00029336894,0.00017745087,0.00041111762],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017081552,0.00059832475,0.0009907025,0.00013995788,0.000049271883,0.00015486378,0.00023220679,0.0010537473,0.00009102275],"category_scores_gemma":[0.00013194296,0.00046889615,0.0002693174,0.000058197693,0.0002331056,0.000052571828,0.00003161756,0.00069969735,0.00010257605],"study_design_candidate":"theoretical_or_conceptual","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":[0.000053409338,0.00002757126,0.0000025012316,0.0007418577,0.0006280037,0.00007974677,0.000026162155,0.00036200127,0.0009261033,0.9791434,0.0024317105,0.015577545],"study_design_scores_gemma":[0.00036192688,0.00012503128,0.000002871416,0.00082517625,0.0003748487,0.000081535145,0.00004655599,0.79161286,0.00043591775,0.0046037068,0.20071644,0.0008131394],"about_ca_topic_score_codex":0.000019330522,"about_ca_topic_score_gemma":0.000009565055,"teacher_disagreement_score":0.9745397,"about_ca_system_score_codex":0.00020546955,"about_ca_system_score_gemma":0.000034818615,"threshold_uncertainty_score":0.9997763},"labels":[],"label_agreement":null},{"id":"W4391643236","doi":"10.1007/978-3-031-50527-0_4","title":"Solid-Phase Microextraction","year":2024,"lang":"en","type":"book-chapter","venue":"Integrated analytical systems","topic":"Analytical chemistry methods development","field":"Chemistry","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Solid-phase microextraction; Sample preparation; Chromatography; Analyte; Extraction (chemistry); Solid phase extraction; Chemistry; Gas chromatography–mass spectrometry; Mass spectrometry","score_opus":0.04074202678004364,"score_gpt":0.3678569456277008,"score_spread":0.3271149188476572,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391643236","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000038268696,0.00162152,0.0088376375,0.0001790702,0.0007785628,0.00015976265,0.00044352945,0.0006037811,0.9873379],"genre_scores_gemma":[0.012358275,0.00011831531,0.0003054798,0.000039529576,0.0012239025,0.000030210764,0.00074015936,0.00024604032,0.9849381],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956151,0.000018316076,0.0015726301,0.0012807073,0.0008593547,0.0006538844],"domain_scores_gemma":[0.9974923,0.000344028,0.00035162887,0.0008214966,0.00040960807,0.00058090955],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.00041335187,0.0010257537,0.0013697472,0.00022311205,0.00008770099,0.0003858973,0.0005314467,0.0017680357,0.01191405],"category_scores_gemma":[0.00022052614,0.0008564738,0.000686125,0.00013363577,0.00027418454,0.00007040644,0.00014483552,0.0025049283,0.0052611427],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004856137,0.0006161539,0.000011385624,0.009112423,0.010057961,0.006272794,0.0001243598,0.00006792176,0.10698233,0.78342855,0.07021727,0.012623215],"study_design_scores_gemma":[0.00041478555,0.00003586432,5.74933e-8,0.0030868982,0.0010766798,0.00030479938,0.000120762124,0.021640096,0.007224825,0.006913328,0.95805895,0.0011229739],"about_ca_topic_score_codex":0.000075101045,"about_ca_topic_score_gemma":0.000005572669,"teacher_disagreement_score":0.88784164,"about_ca_system_score_codex":0.0014358164,"about_ca_system_score_gemma":0.00036095583,"threshold_uncertainty_score":0.99979633},"labels":[],"label_agreement":null},{"id":"W84077831","doi":"10.1007/978-1-4419-5582-1_14","title":"Standoff Aerosol Size Determination based on Multiple-Field-Of-View of Elastic Scattering","year":2014,"lang":"en","type":"book-chapter","venue":"Integrated analytical systems","topic":"Atmospheric aerosols and clouds","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Aerosol; Lidar; Bioaerosol; Attenuation; Scattering; Optics; Remote sensing; Transmission (telecommunications); Light scattering; Field (mathematics); Materials science; Environmental science; Physics; Computer science; Meteorology; Geology; Mathematics","score_opus":0.012236599898638071,"score_gpt":0.23587946922786227,"score_spread":0.2236428693292242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W84077831","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.059028197,0.0002939854,0.17585467,0.0002214675,0.0015965204,0.0024115045,0.00021624094,0.0002105344,0.7601669],"genre_scores_gemma":[0.9700647,0.000013001613,0.00020529648,0.000075885,0.0000627478,0.0000141123965,0.000013870686,0.000049641865,0.02950075],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975729,0.00006402277,0.0009263173,0.00047225502,0.0006962981,0.00026818883],"domain_scores_gemma":[0.99745584,0.0013371954,0.00054641295,0.00044371298,0.000065753666,0.0001511181],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00029146127,0.0004084935,0.00087176124,0.000009118548,0.000046459365,0.000028275888,0.00034459744,0.00042392313,0.0023582417],"category_scores_gemma":[0.0004722395,0.00031140613,0.00027042453,0.00010140951,0.0002606417,0.00003501429,0.00007054133,0.00036086628,0.00019893626],"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":[0.005359328,0.0031809714,0.11025175,0.015920196,0.002852893,0.000693813,0.0012327944,0.23025627,0.08551516,0.099605106,0.022557802,0.42257392],"study_design_scores_gemma":[0.0012547354,0.0018099966,0.0004724718,0.0060289875,0.00040377924,0.000011511983,0.00006750174,0.96854806,0.0020077762,0.0001973299,0.018110888,0.0010869754],"about_ca_topic_score_codex":0.0004860282,"about_ca_topic_score_gemma":0.000064401516,"teacher_disagreement_score":0.9110365,"about_ca_system_score_codex":0.00024989925,"about_ca_system_score_gemma":0.00003434103,"threshold_uncertainty_score":0.9999338},"labels":[],"label_agreement":null}]}