{"meta":{"query_hash":"9c7a45319d96","filters":{"venue":"Metamaterials science and technology"},"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/9c7a45319d96","api":"https://metacan.xera.ac/api/v1/cohort?venue=Metamaterials+science+and+technology"},"results":[{"id":"W4312628363","doi":"10.1007/978-981-15-8597-5_26-1","title":"Metamaterial for RFID and Sensor Applications","year":2022,"lang":"en","type":"book-chapter","venue":"Metamaterials science and technology","topic":"RFID technology advancements","field":"Engineering","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":"Institut National de la Recherche Scientifique","funders":"","keywords":"Miniaturization; Radio-frequency identification; Ultra high frequency; Computer science; Chipless RFID; Identification (biology); Electrical engineering; Wireless; Wireless sensor network; Energy harvesting; Metamaterial; Supply chain; Telecommunications; Embedded system; Electronic engineering; Engineering; Energy (signal processing); Computer network; Computer security","score_opus":0.011183144693118707,"score_gpt":0.2283404443555707,"score_spread":0.21715729966245198,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312628363","genre_codex":"other","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":[0.0025487363,0.09984494,0.042413313,0.0021535882,0.0044328766,0.000071839284,0.00019713015,0.0005202765,0.8478173],"genre_scores_gemma":[0.0096151335,0.032316264,0.01368853,0.00080020045,0.000706865,0.000056155142,0.00012915726,0.00015753906,0.94253004],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99984896,0.00001869914,0.0000046088007,0.000020398926,0.00009363044,0.00001356104],"domain_scores_gemma":[0.999946,0.000021835482,0.0000042299102,0.00000861622,0.000014924824,0.0000044652816],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014012492,0.00077137735,0.00038567864,0.0010731069,0.00046231327,0.0013650716,0.00065924355,0.0010399087,0.025020843],"category_scores_gemma":[0.00021634986,0.00028254947,0.00026696842,0.0012483567,0.00048187957,0.0020091017,0.0007644697,0.001252931,0.011226406],"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":[0.000045987574,0.00007913317,0.000048112914,0.00093261444,0.000012483367,0.00022515471,0.00024044231,0.001236651,0.03876146,0.36675104,0.16769741,0.4239695],"study_design_scores_gemma":[0.0000030136187,0.000018469986,0.000063962645,0.00014752129,0.000004982406,0.0002744232,0.00004327574,0.00066184765,0.0057138093,0.022745848,0.97031444,0.00000848703],"about_ca_topic_score_codex":0.000325131,"about_ca_topic_score_gemma":0.0010479265,"teacher_disagreement_score":0.025020843,"about_ca_system_score_codex":0.00055579055,"about_ca_system_score_gemma":0.00046955,"threshold_uncertainty_score":0.08370304},"labels":[],"label_agreement":null},{"id":"W4313407149","doi":"10.1007/978-981-16-6441-0_28","title":"Metamaterial-Based High-Performance Engineered Surface for RCS Reduction","year":2022,"lang":"en","type":"book-chapter","venue":"Metamaterials science and technology","topic":"Advanced Antenna and Metasurface Technologies","field":"Engineering","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":"École de Technologie Supérieure","funders":"","keywords":"Reduction (mathematics); Metamaterial; Reflection (computer programming); Interference (communication); Surface (topology); Electronic engineering; Bandwidth (computing); Electromagnetic interference; Radar cross-section; Computer science; Engineering; Radar; Materials science; Aerospace engineering; Electrical engineering; Optoelectronics; Telecommunications; Mathematics; Geometry","score_opus":0.014598520258654893,"score_gpt":0.21342351854313169,"score_spread":0.1988249982844768,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313407149","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":[0.19382992,0.01746941,0.51817536,0.0015126592,0.0014772199,0.00008203796,0.00039084593,0.0025163696,0.2645461],"genre_scores_gemma":[0.6256521,0.006545019,0.20832753,0.00046521536,0.00020082264,0.00007339299,0.0004520889,0.00038678764,0.157897],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99991894,0.0000047134695,0.0000018114599,0.000011890391,0.000053713135,0.000008855499],"domain_scores_gemma":[0.999967,0.000009602908,0.00000470857,0.0000061451046,0.000010285012,0.0000024066894],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000053570253,0.00030523541,0.0002096555,0.000178365,0.0001251709,0.0005128268,0.00039138453,0.00043785982,0.002121504],"category_scores_gemma":[0.00008668387,0.00013794529,0.00021756352,0.0002594532,0.00025401323,0.0005036816,0.0003829565,0.00047927324,0.0014103766],"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":[0.00003390904,0.000027158838,0.000050359802,0.00013496583,0.000012227492,0.00009789511,0.000037756003,0.0026301756,0.9187455,0.033164628,0.0033538784,0.04171146],"study_design_scores_gemma":[0.000012034618,0.00009343587,0.00036569976,0.000027505617,0.000015102669,0.0004944045,0.00004462521,0.040405475,0.85175097,0.009357026,0.09741183,0.000021913482],"about_ca_topic_score_codex":0.00007398877,"about_ca_topic_score_gemma":0.00018525824,"teacher_disagreement_score":0.002121504,"about_ca_system_score_codex":0.00026026907,"about_ca_system_score_gemma":0.00011345389,"threshold_uncertainty_score":0.007097125},"labels":[],"label_agreement":null},{"id":"W4313407183","doi":"10.1007/978-981-16-6441-0_26","title":"Metamaterial for RFID and Sensor Applications","year":2022,"lang":"en","type":"book-chapter","venue":"Metamaterials science and technology","topic":"Antenna Design and Analysis","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":"Université du Québec à Montréal; Institut National de la Recherche Scientifique","funders":"","keywords":"Miniaturization; Radio-frequency identification; Ultra high frequency; Computer science; Electrical engineering; Wireless; Chipless RFID; Identification (biology); Metamaterial; Energy harvesting; Wireless sensor network; Supply chain; Antenna (radio); Telecommunications; Electronic engineering; Engineering; Energy (signal processing); Computer network; Computer security","score_opus":0.013475100300897352,"score_gpt":0.21724285118633255,"score_spread":0.2037677508854352,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313407183","genre_codex":"other","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":[0.0032771274,0.06655075,0.08551342,0.001662321,0.0035864927,0.00008121451,0.00025951766,0.00074477424,0.8383244],"genre_scores_gemma":[0.011019742,0.021269752,0.020481449,0.0005823284,0.00053673063,0.000055271594,0.00015104817,0.00020376874,0.9456998],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99985576,0.00001546681,0.0000037856162,0.000021097947,0.00009168831,0.000012214643],"domain_scores_gemma":[0.9999467,0.000020531847,0.0000041428452,0.000009896091,0.000014810496,0.000003952961],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011927684,0.000817648,0.00039809258,0.0009312397,0.0004044333,0.0012508497,0.00068782724,0.0010342735,0.026536386],"category_scores_gemma":[0.00020329085,0.0003135196,0.00029629533,0.0011929389,0.00042819703,0.0017360714,0.000707551,0.0010973111,0.012743502],"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":[0.00005245383,0.00008365679,0.000053309945,0.000950517,0.000017768092,0.0002215059,0.00023636829,0.0020653387,0.06228043,0.31722304,0.15657008,0.46024564],"study_design_scores_gemma":[0.0000039044144,0.000029609171,0.0000899012,0.0001492198,0.000008323907,0.0003883569,0.000047445952,0.0013230618,0.0099554425,0.027969638,0.96002287,0.000012092851],"about_ca_topic_score_codex":0.00026071884,"about_ca_topic_score_gemma":0.000830559,"teacher_disagreement_score":0.026536386,"about_ca_system_score_codex":0.00045022863,"about_ca_system_score_gemma":0.00035391824,"threshold_uncertainty_score":0.08877301},"labels":[],"label_agreement":null},{"id":"W4313407186","doi":"10.1007/978-981-16-6441-0_16","title":"Metamaterial Enabled FSS for Beam-Tilting MM-Wave Antenna Applications","year":2022,"lang":"en","type":"book-chapter","venue":"Metamaterials science and technology","topic":"Advanced Antenna and Metasurface Technologies","field":"Engineering","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":"Université du Québec à Montréal; Institut National de la Recherche Scientifique","funders":"","keywords":"Metamaterial; Reconfigurability; Wireless; Bandwidth (computing); Reconfigurable antenna; Metamaterial antenna; Electrical engineering; Electronic engineering; Antenna (radio); Extremely high frequency; Engineering; Frequency band; Telecommunications; Computer science; Directional antenna; Omnidirectional antenna; Optics; Physics; Antenna efficiency; Slot antenna","score_opus":0.024274176952516345,"score_gpt":0.23595008223160954,"score_spread":0.2116759052790932,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313407186","genre_codex":"other","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":[0.17229594,0.032739148,0.26164562,0.0020834752,0.003920452,0.00007872047,0.0007746832,0.0031506256,0.5233114],"genre_scores_gemma":[0.58875775,0.0113635035,0.1042722,0.0005976156,0.00034069497,0.00006184997,0.00044763566,0.0003450698,0.29381365],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9999397,0.000003567239,0.0000017169373,0.000009881423,0.00003618237,0.000008996838],"domain_scores_gemma":[0.9999615,0.0000103694465,0.000005735844,0.0000075952817,0.000010905656,0.0000040090486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000067129426,0.00029740474,0.00016112076,0.00022156759,0.00013665976,0.0005511367,0.00033172328,0.00044010652,0.0036334947],"category_scores_gemma":[0.00009825903,0.00013640002,0.00017653544,0.00027418762,0.00021916018,0.00050793885,0.00033724672,0.0004113796,0.0020024993],"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":[0.000071151386,0.00003030915,0.000104730585,0.00020666944,0.000011000994,0.0001293328,0.00006749687,0.0020542159,0.81323504,0.05456909,0.00907348,0.120447576],"study_design_scores_gemma":[0.000011118014,0.00012004696,0.00069784815,0.000053867618,0.000015871432,0.0006492803,0.000061626975,0.018767208,0.65128267,0.010697358,0.31761494,0.000028231789],"about_ca_topic_score_codex":0.00017219385,"about_ca_topic_score_gemma":0.00041767556,"teacher_disagreement_score":0.0036334947,"about_ca_system_score_codex":0.0004432894,"about_ca_system_score_gemma":0.00013098895,"threshold_uncertainty_score":0.012155294},"labels":[],"label_agreement":null}]}