{"meta":{"query_hash":"9e63a606beb8","filters":{"venue":"Springer aerospace technology"},"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/9e63a606beb8","api":"https://metacan.xera.ac/api/v1/cohort?venue=Springer+aerospace+technology"},"results":[{"id":"W3201610164","doi":"10.1007/978-3-030-72192-3_2","title":"Monitoring Tasks in Aerospace","year":2021,"lang":"en","type":"book-chapter","venue":"Springer aerospace technology","topic":"Structural Health Monitoring 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","funders":"","keywords":"Aircraft maintenance; Aerospace; Service (business); Engineering; Condition-based maintenance; Risk analysis (engineering); Preventive maintenance; Proactive maintenance; Structural health monitoring; Corrective maintenance; Planned maintenance; Reliability engineering; Aeronautics; Systems engineering; Health maintenance; Computer science; Health care; Business; Aerospace engineering","score_opus":0.017116426870975,"score_gpt":0.26107120675753465,"score_spread":0.24395477988655964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3201610164","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0053373375,0.03355179,0.10655332,0.002546607,0.0022201375,0.00015254875,0.00069581426,0.0030311148,0.8459114],"genre_scores_gemma":[0.04178869,0.0247818,0.07240506,0.0013685852,0.00091474946,0.00017902144,0.0018050127,0.0008590527,0.85589796],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996712,0.00004769498,0.000015410222,0.0000901337,0.000141387,0.00003420848],"domain_scores_gemma":[0.9996501,0.00014120736,0.0000231533,0.00006553889,0.00008151485,0.00003850276],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032282804,0.00089971424,0.0003074756,0.00089377176,0.00071199803,0.0034938096,0.00098474,0.0010792207,0.05826994],"category_scores_gemma":[0.0008614287,0.00034705753,0.0002869925,0.0014835431,0.00062050426,0.0035703918,0.0014359396,0.0012122102,0.037359767],"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":[0.000038093345,0.000039320254,0.00021859829,0.0004943583,0.000004577599,0.00010327585,0.0010903731,0.0012338796,0.004332308,0.09849527,0.16545798,0.72849196],"study_design_scores_gemma":[0.0000021444628,0.000015987602,0.00033567395,0.00020316616,0.0000020624432,0.00023153784,0.00013691565,0.0008078937,0.00079964777,0.011597694,0.9858601,0.000007145694],"about_ca_topic_score_codex":0.0013066019,"about_ca_topic_score_gemma":0.0020273959,"teacher_disagreement_score":0.05826994,"about_ca_system_score_codex":0.0006928249,"about_ca_system_score_gemma":0.00067415036,"threshold_uncertainty_score":0.1949324},"labels":[],"label_agreement":null},{"id":"W4211004328","doi":"10.1007/978-3-030-72192-3_3","title":"Defect Types","year":2021,"lang":"en","type":"book-chapter","venue":"Springer aerospace technology","topic":"Advanced Welding Techniques Analysis","field":"Engineering","cited_by":9,"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":"Structural integrity; Structural health monitoring; Welding; Structural engineering; Materials science; Engineering; Forensic engineering; Computer science; Mechanical engineering","score_opus":0.007399629071316077,"score_gpt":0.21132839241131193,"score_spread":0.20392876333999585,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4211004328","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0067872973,0.020563733,0.026294982,0.0018164297,0.0032349564,0.00047799048,0.014476556,0.0036916502,0.92265624],"genre_scores_gemma":[0.033167206,0.019599492,0.014556035,0.0016293547,0.00056679663,0.00033900113,0.019546047,0.0014317299,0.9091643],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99920267,0.000039628692,0.00005716886,0.00016564397,0.0004254428,0.00010941926],"domain_scores_gemma":[0.9994987,0.00010038641,0.00005062802,0.00007989844,0.00021273602,0.00005763673],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003328771,0.00093175983,0.0007316229,0.0020950662,0.0008087592,0.0034914564,0.001637673,0.0011756652,0.17905672],"category_scores_gemma":[0.0010144148,0.0003413876,0.0006283179,0.0016255334,0.000515345,0.0025719297,0.0020013237,0.0011553301,0.11666565],"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":[0.00014652831,0.00006835775,0.00082330074,0.0015354219,0.000013441943,0.00062561,0.00053520757,0.0009371326,0.0077238088,0.06316279,0.3926034,0.5318249],"study_design_scores_gemma":[0.0000049993873,0.000024252318,0.000323207,0.0002639839,0.0000057148013,0.00080125296,0.00008718699,0.00011860733,0.0015601133,0.00468586,0.99211264,0.000012145725],"about_ca_topic_score_codex":0.0010709133,"about_ca_topic_score_gemma":0.0012569274,"teacher_disagreement_score":0.17905672,"about_ca_system_score_codex":0.00081755564,"about_ca_system_score_gemma":0.00073755544,"threshold_uncertainty_score":0.5990044},"labels":[],"label_agreement":null},{"id":"W4226394848","doi":"10.1007/978-3-030-94628-9_30","title":"Optimal Reaction Wheel Control with Stiction and Resonance Avoidance","year":2022,"lang":"en","type":"book-chapter","venue":"Springer aerospace technology","topic":"Magnetic Bearings and Levitation Dynamics","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":"University of Manitoba","funders":"","keywords":"Stiction; Reaction wheel; Spacecraft; Control theory (sociology); Particle swarm optimization; Torque; Optimal control; Computer science; Vibration; Control (management); Engineering; Mathematics; Physics; Mathematical optimization; Aerospace engineering; Algorithm; Acoustics; Artificial intelligence","score_opus":0.0038034536011671487,"score_gpt":0.16791577421164147,"score_spread":0.16411232061047432,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4226394848","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025774043,0.0015167384,0.9162654,0.00023170625,0.0003201105,0.000032811764,0.000048983984,0.0005793941,0.055230856],"genre_scores_gemma":[0.9085108,0.0010474474,0.032945454,0.00010463856,0.00013678988,0.00008702318,0.00007331497,0.000118578035,0.056976058],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998716,0.000016956614,0.0000042174793,0.000020291567,0.000058739734,0.000028240778],"domain_scores_gemma":[0.9999428,0.000018887027,0.000010014213,0.000007790068,0.0000160869,0.0000044091307],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014471133,0.00057344633,0.000557967,0.00024599655,0.00020202885,0.0006285114,0.0005800837,0.00044437146,0.0035917368],"category_scores_gemma":[0.00027966066,0.00026575857,0.0003317154,0.00027691378,0.00044458083,0.00040402502,0.0005201183,0.0005276187,0.00079417805],"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":[0.00021563361,0.00009622463,0.00015224812,0.00022752998,0.00005055294,0.00009332648,0.00011460802,0.69350666,0.027531324,0.060875617,0.00832722,0.20880902],"study_design_scores_gemma":[0.000019546498,0.0001236737,0.0002841311,0.000017151693,0.000011626133,0.000030931667,0.000017199689,0.9721585,0.0022626359,0.01613617,0.008923775,0.000014568898],"about_ca_topic_score_codex":0.0017657309,"about_ca_topic_score_gemma":0.0018378175,"teacher_disagreement_score":0.0035917368,"about_ca_system_score_codex":0.00028057562,"about_ca_system_score_gemma":0.0003492374,"threshold_uncertainty_score":0.012015581},"labels":[],"label_agreement":null},{"id":"W4391383149","doi":"10.1007/978-981-99-8045-1","title":"Advances and Challenges in Advanced Unmanned Aerial Systems","year":2024,"lang":"en","type":"book","venue":"Springer aerospace technology","topic":"UAV Applications and Optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Aeronautics; Systems engineering; Computer science; Remote sensing; Geography; Engineering","score_opus":0.010468793830440916,"score_gpt":0.20903804688502606,"score_spread":0.19856925305458514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391383149","genre_codex":"review","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0035446049,0.55519897,0.046176217,0.010268636,0.008623648,0.000025242918,0.00016669402,0.0003068403,0.37568915],"genre_scores_gemma":[0.0393203,0.45325497,0.028961131,0.0017170225,0.006945494,0.000041327174,0.00035029658,0.00024746402,0.469162],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997907,0.000025299043,0.000006423099,0.000018742845,0.00014276801,0.000016051217],"domain_scores_gemma":[0.9998043,0.00009372856,0.000011134932,0.00001701786,0.00005216944,0.00002168733],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032400806,0.0005794391,0.0004410059,0.00061085104,0.0002809233,0.0018812822,0.00044991355,0.00067776116,0.015164112],"category_scores_gemma":[0.00048775226,0.00023813471,0.00023672439,0.0012863262,0.0005232206,0.0024695108,0.00077770907,0.0013574512,0.0060727056],"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":[0.000021558328,0.00003446516,0.00011674902,0.0006296171,0.000014997355,0.00007565676,0.00013541264,0.007736911,0.0029792374,0.17768332,0.19916609,0.611406],"study_design_scores_gemma":[0.0000022062034,0.000024077555,0.00025207797,0.0002076004,0.0000038421576,0.00008701385,0.000085568805,0.0042694467,0.000319474,0.055757966,0.9389834,0.0000074195113],"about_ca_topic_score_codex":0.0010558175,"about_ca_topic_score_gemma":0.002151248,"teacher_disagreement_score":0.015164112,"about_ca_system_score_codex":0.0005176293,"about_ca_system_score_gemma":0.0005246726,"threshold_uncertainty_score":0.050728977},"labels":[],"label_agreement":null},{"id":"W4391407024","doi":"10.1007/978-981-99-8045-1_20","title":"Perception-Constrained Vision-Based Quadrotor Control","year":2024,"lang":"en","type":"book-chapter","venue":"Springer aerospace technology","topic":"Robotics and Sensor-Based Localization","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":"University of Toronto","funders":"","keywords":"Perception; Control (management); Computer vision; Computer science; Artificial intelligence; Psychology; Neuroscience","score_opus":0.005074344453752395,"score_gpt":0.20570717701556648,"score_spread":0.20063283256181408,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391407024","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":[0.0053021223,0.0018188541,0.97678554,0.00014645913,0.00020835621,0.000022598926,0.000061189356,0.00036206312,0.015292811],"genre_scores_gemma":[0.83486813,0.0037466406,0.12846324,0.00027483059,0.00023128626,0.000118650976,0.00027654055,0.0002218443,0.03179884],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998932,0.000013433355,0.000004138718,0.000029340306,0.00004789338,0.000011878786],"domain_scores_gemma":[0.9999509,0.0000139412305,0.0000079094125,0.0000075482503,0.00001464016,0.0000051069724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001257431,0.0005831556,0.0004956243,0.00016292349,0.00013097221,0.0006715011,0.000682022,0.0003116799,0.0032068626],"category_scores_gemma":[0.00025237337,0.00018683652,0.00020824555,0.00034348972,0.0003671395,0.00048608694,0.0006086981,0.00053946266,0.0006505362],"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":[0.00017517246,0.000064026615,0.0001971934,0.00038600367,0.000053199532,0.00010268139,0.00006467282,0.48946798,0.045485623,0.057905164,0.01027825,0.39582],"study_design_scores_gemma":[0.000017773176,0.00012979672,0.0003577963,0.00003019095,0.000009958806,0.00006527268,0.0000146469865,0.96499455,0.004902001,0.016804997,0.012659971,0.000013076477],"about_ca_topic_score_codex":0.0018692414,"about_ca_topic_score_gemma":0.001616726,"teacher_disagreement_score":0.0032068626,"about_ca_system_score_codex":0.0002458835,"about_ca_system_score_gemma":0.0002539522,"threshold_uncertainty_score":0.010728002},"labels":[],"label_agreement":null},{"id":"W4395016150","doi":"10.1007/978-3-031-52994-8","title":"Air Navigation","year":2024,"lang":"en","type":"book","venue":"Springer aerospace technology","topic":"International Law and Aviation","field":"Social Sciences","cited_by":4,"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":"Computer science","score_opus":0.01007400355802465,"score_gpt":0.28532461455622843,"score_spread":0.2752506109982038,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395016150","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009369737,0.013983993,0.014760656,0.0033882745,0.014954859,0.000062845866,0.0025471288,0.0028602504,0.946505],"genre_scores_gemma":[0.0041667605,0.0046667308,0.004178175,0.0007633307,0.0005281768,0.000024215307,0.0018955694,0.0003793625,0.98339784],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99957246,0.000031424333,0.000022416576,0.000106437205,0.00023447703,0.000032765758],"domain_scores_gemma":[0.99973625,0.000023421093,0.000007232725,0.000031408028,0.00017667802,0.000025073017],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027471175,0.0010014185,0.00056878995,0.00087970006,0.0015117358,0.0039084065,0.0008155637,0.0018403832,0.26206475],"category_scores_gemma":[0.00079314125,0.0004482968,0.0004108789,0.0011044003,0.0004433015,0.0025219244,0.0015857257,0.0018703735,0.22083145],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028605162,0.000012898891,0.00031747858,0.00019168486,0.000007267143,0.00009398935,0.00015621247,0.000679906,0.0010738508,0.016153505,0.65722245,0.32406217],"study_design_scores_gemma":[0.000001194747,0.000005462045,0.000114030525,0.000046464058,0.0000012056538,0.00006329987,0.000048015627,0.00012041888,0.000073527095,0.00059781916,0.9989249,0.000003594149],"about_ca_topic_score_codex":0.0100991875,"about_ca_topic_score_gemma":0.018226445,"teacher_disagreement_score":0.26206475,"about_ca_system_score_codex":0.000982995,"about_ca_system_score_gemma":0.0012668594,"threshold_uncertainty_score":0.87669396},"labels":[],"label_agreement":null},{"id":"W4395699045","doi":"10.1007/978-3-031-53618-2_30","title":"Scientific Challenges for Lidar-Based Dust and Ice Cloud Characterization on Mars","year":2024,"lang":"en","type":"book-chapter","venue":"Springer aerospace technology","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":"York University","funders":"","keywords":"Mars Exploration Program; Lidar; Martian; Remote sensing; Astrobiology; Environmental science; Atmosphere of Mars; Atmospheric sciences; Geology; Physics","score_opus":0.014529589369431432,"score_gpt":0.2184974599008539,"score_spread":0.20396787053142246,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395699045","genre_codex":"review","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017937945,0.5436097,0.17794739,0.06847769,0.010988452,0.0001331707,0.0022291753,0.002115831,0.17656066],"genre_scores_gemma":[0.12899809,0.42476082,0.2167216,0.010716377,0.014438989,0.00022536734,0.003643176,0.0014718842,0.19902374],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99951375,0.000077959194,0.000018689218,0.0000596715,0.00029557187,0.00003430851],"domain_scores_gemma":[0.9990031,0.000528629,0.0000274144,0.00007400476,0.00031842792,0.000048429203],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023670143,0.00065464264,0.00060095754,0.0010545789,0.00039620203,0.0036576197,0.0017406679,0.0018307683,0.00838293],"category_scores_gemma":[0.0015515471,0.00042190033,0.0004231304,0.0013684976,0.00066515215,0.004725482,0.0012647555,0.0025850243,0.004329226],"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":[0.00003956138,0.00006892998,0.00065057306,0.0011320277,0.000029152181,0.00011723594,0.00024773047,0.0069558606,0.016113827,0.049953006,0.12009831,0.80459386],"study_design_scores_gemma":[0.0000075282346,0.000065776156,0.0012288442,0.00045951665,0.000018444802,0.0003017171,0.00036837047,0.018117657,0.0066391192,0.053097688,0.91965467,0.000040742805],"about_ca_topic_score_codex":0.0021861317,"about_ca_topic_score_gemma":0.0028470599,"teacher_disagreement_score":0.00838293,"about_ca_system_score_codex":0.00076184113,"about_ca_system_score_gemma":0.00084453373,"threshold_uncertainty_score":0.028043628},"labels":[],"label_agreement":null}]}