{"meta":{"query_hash":"0f0029c19be7","filters":{"venue":"Infotech@Aerospace"},"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/0f0029c19be7","api":"https://metacan.xera.ac/api/v1/cohort?venue=Infotech%40Aerospace"},"results":[{"id":"W2142627135","doi":"10.2514/6.2005-7108","title":"Open Source Software: Free Isn't Exactly Cheap!","year":2005,"lang":"en","type":"article","venue":"Infotech@Aerospace","topic":"Open Source Software Innovations","field":"Computer Science","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":"Lockheed Martin (Canada)","funders":"","keywords":"Open source software; Computer science; Open source; Software; Operating system","score_opus":0.01825691631072568,"score_gpt":0.26706777664218173,"score_spread":0.24881086033145605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2142627135","genre_codex":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007846259,0.020212699,0.066146806,0.20011753,0.01200865,0.00014816185,0.0009896369,0.007886977,0.6846433],"genre_scores_gemma":[0.11780765,0.022789795,0.05990656,0.05622311,0.008179422,0.00034524925,0.0025435158,0.008934036,0.72327065],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99030685,0.0017704208,0.0003483334,0.00074780534,0.006380022,0.00044654118],"domain_scores_gemma":[0.978973,0.0067318506,0.0012964422,0.004984383,0.0054903068,0.0025240805],"candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.0041489596,0.0005553068,0.0005333692,0.0016117456,0.0019815736,0.009071795,0.0012220757,0.0038576734,0.06524249],"category_scores_gemma":[0.028594386,0.000416645,0.0003211428,0.0020830133,0.004662327,0.01747643,0.0052950364,0.0041138153,0.059325818],"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":[0.000044041142,0.00003633895,0.0007432297,0.00034569588,0.00001875828,0.0001573316,0.00089672854,0.0001228753,0.0014999412,0.1218272,0.57824785,0.29605994],"study_design_scores_gemma":[0.000004411801,0.000012616916,0.0004863012,0.00023363826,0.0000050420545,0.00027701972,0.0002414173,0.000084557505,0.0003029449,0.022544766,0.97579205,0.000015230086],"about_ca_topic_score_codex":0.0010738003,"about_ca_topic_score_gemma":0.001410832,"teacher_disagreement_score":0.9987779,"about_ca_system_score_codex":0.0011428337,"about_ca_system_score_gemma":0.0021426324,"threshold_uncertainty_score":0.2182579},"labels":[],"label_agreement":null},{"id":"W2326295965","doi":"10.2514/6.2005-7051","title":"Unmanned Aerial Vehicle Conceptual Design Using a Genetic Algorithm and Data Mining","year":2005,"lang":"en","type":"article","venue":"Infotech@Aerospace","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Genetic algorithm; Algorithm design; Data mining; Conceptual design; Artificial intelligence; Algorithm; Machine learning; Human–computer interaction","score_opus":0.05150348107750149,"score_gpt":0.27662752309249417,"score_spread":0.22512404201499267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2326295965","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":[0.017703233,0.00010000357,0.97982776,0.00010734262,0.000010334893,0.0000822359,0.000048032685,0.0005187852,0.0016022873],"genre_scores_gemma":[0.1568752,0.00013845606,0.84143084,0.000051947514,0.000008746721,0.0002493336,0.00013328517,0.0000559871,0.0010561936],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996488,0.00012992842,0.00002337861,0.00006857164,0.000104593266,0.000024682704],"domain_scores_gemma":[0.99923575,0.00044207321,0.00008741408,0.00007643918,0.00014132743,0.000017087194],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009953841,0.00069010333,0.00049499684,0.00090332585,0.0004900776,0.0007771075,0.0007597741,0.0007063746,0.0011282961],"category_scores_gemma":[0.002281598,0.00050658424,0.0007949334,0.0007057001,0.00059057894,0.00064489036,0.0005171711,0.00067866605,0.00020995755],"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":[0.000022347089,0.000036433772,0.00070066744,0.000035068606,0.000028933602,0.000027245042,0.000043833876,0.920482,0.0012585701,0.005150037,0.00036345332,0.07185152],"study_design_scores_gemma":[0.0000071649442,0.000018982017,0.00008162954,0.0000063878633,0.0000046531322,0.0000073504716,0.000007844112,0.9965683,0.0006265452,0.002021625,0.00064677343,0.0000026781431],"about_ca_topic_score_codex":0.007871015,"about_ca_topic_score_gemma":0.006995125,"teacher_disagreement_score":0.007871015,"about_ca_system_score_codex":0.0008203439,"about_ca_system_score_gemma":0.0015910752,"threshold_uncertainty_score":0.015650392},"labels":[],"label_agreement":null},{"id":"W2330123567","doi":"10.2514/6.2005-7129","title":"New Cloud Micro Sensors for the Aerosonde UAV","year":2005,"lang":"en","type":"article","venue":"Infotech@Aerospace","topic":"Atmospheric aerosols and clouds","field":"Environmental Science","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":"Aerosan","funders":"","keywords":"Cloud computing; Computer science; Operating system","score_opus":0.008109204557189073,"score_gpt":0.2242875311657394,"score_spread":0.21617832660855033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2330123567","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50156283,0.022831345,0.3921796,0.007145265,0.0029601096,0.00071069284,0.005012058,0.007783773,0.059814364],"genre_scores_gemma":[0.687224,0.0023137524,0.2801512,0.0014555425,0.00063813117,0.0001866446,0.003051638,0.0003192608,0.024659947],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992781,0.000057534064,0.000021247144,0.0001374597,0.00043374213,0.00007197632],"domain_scores_gemma":[0.99929345,0.00010403995,0.00006186077,0.000077070785,0.00034439124,0.000119197786],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006163186,0.0005107676,0.0004924562,0.000761002,0.0005079703,0.00090926257,0.0007307241,0.0007431145,0.0031158184],"category_scores_gemma":[0.0007203711,0.00043728692,0.00027992314,0.00048437138,0.00020516098,0.0015179991,0.0007002275,0.0010900332,0.0005758462],"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":[0.0011004222,0.00022374403,0.03630569,0.000291805,0.00012007205,0.00023076434,0.00032673508,0.004590297,0.5545655,0.005738044,0.028424945,0.36808208],"study_design_scores_gemma":[0.00029497038,0.0021870118,0.10917974,0.00017331172,0.00035784463,0.0015646863,0.0004476557,0.25053608,0.36617687,0.0044683106,0.26432833,0.0002852567],"about_ca_topic_score_codex":0.00493602,"about_ca_topic_score_gemma":0.025805013,"teacher_disagreement_score":0.00493602,"about_ca_system_score_codex":0.00091262243,"about_ca_system_score_gemma":0.0006288481,"threshold_uncertainty_score":0.010423481},"labels":[],"label_agreement":null},{"id":"W2334235544","doi":"10.2514/6.2005-6959","title":"Sky Spirit: Integration of UAV Design into an Aerospace Design Course","year":2005,"lang":"en","type":"article","venue":"Infotech@Aerospace","topic":"Advanced Aircraft Design and Technologies","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":"Lockheed Martin (Canada)","funders":"","keywords":"Course (navigation); Aerospace; Sky; Computer science; Systems engineering; Engineering; Aerospace engineering; Astronomy; Physics","score_opus":0.02566214263532682,"score_gpt":0.27606404173460164,"score_spread":0.2504018990992748,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2334235544","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":[0.3016774,0.0009444625,0.35434023,0.004775033,0.0010422639,0.00129652,0.0008208473,0.0070822146,0.32802102],"genre_scores_gemma":[0.3344887,0.0011081031,0.46806017,0.0016014548,0.00021249229,0.0007100204,0.0020096637,0.0008050996,0.19100437],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996729,0.00006645951,0.000016393207,0.000050856317,0.00013043276,0.00006284626],"domain_scores_gemma":[0.999257,0.00009331951,0.000042486034,0.00007976219,0.00015723845,0.00037015355],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00067663525,0.0004510332,0.00019083772,0.00032707377,0.000516273,0.0011373314,0.00055270724,0.0004629907,0.010519989],"category_scores_gemma":[0.0012356938,0.00028136506,0.00026329682,0.0002266197,0.00025468206,0.0007900286,0.0012228267,0.0009553332,0.0033229743],"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":[0.00021858973,0.0028130575,0.011255926,0.00044886064,0.000015727283,0.0007098665,0.004225244,0.013856444,0.0613975,0.03115919,0.14933833,0.7245613],"study_design_scores_gemma":[0.000096431366,0.0015626821,0.017165177,0.00026623343,0.000019145438,0.00084455404,0.0018398773,0.021000694,0.014047631,0.012354667,0.93075705,0.00004597358],"about_ca_topic_score_codex":0.0013948128,"about_ca_topic_score_gemma":0.0051013916,"teacher_disagreement_score":0.010519989,"about_ca_system_score_codex":0.0008557881,"about_ca_system_score_gemma":0.0021335555,"threshold_uncertainty_score":0.035192847},"labels":[],"label_agreement":null}]}