{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"118b7d64e05f","filters":{"venue":"Ground-based and Airborne Telescopes VII"}},"results":[{"id":"W2949516212","doi":"10.1117/12.2314031","title":"CCAT-Prime: science with an ultra-widefield submillimeter observatory on Cerro Chajnantor","year":2018,"lang":"en","type":"preprint","venue":"Ground-based and Airborne Telescopes VII","topic":"Astrophysics and Cosmic Phenomena","field":"Physics and Astronomy","cited_by":37,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia; Canadian Institute for Theoretical Astrophysics","funders":"Science and Technology Facilities Council","keywords":"Observatory; Prime (order theory); Astronomy; Physics; Computer science; Astrobiology; Mathematics","authors":[{"name":"G. J. Stacey","is_ca":false},{"name":"Nicholas Battaglia","is_ca":false},{"name":"F. Bertoldi","is_ca":false},{"name":"Michel Fich","is_ca":false},{"name":"Martha P. Haynes","is_ca":false},{"name":"T. Herter","is_ca":false},{"name":"B. Magnelli","is_ca":false},{"name":"Michael D. Niemack","is_ca":false},{"name":"Thomas Nikola","is_ca":false},{"name":"Stephen C. Parshley","is_ca":false},{"name":"Dominik A. Riechers","is_ca":false},{"name":"M. Viero","is_ca":false},{"name":"Nicholas Cothard","is_ca":false},{"name":"Patricio A. Gallardo","is_ca":false},{"name":"Eve M. Vavagiakis","is_ca":false},{"name":"Jason Stevens","is_ca":false},{"name":"Manuel Aravena","is_ca":false},{"name":"Patrick C. Breysse","is_ca":true},{"name":"Ricardo Bustos","is_ca":false},{"name":"S. C. Chapman","is_ca":true},{"name":"Dongwoo T. Chung","is_ca":false},{"name":"Jens Erler","is_ca":false},{"name":"Simon Foreman","is_ca":true},{"name":"U. U. Graf","is_ca":false},{"name":"Rodrigo Herrera-Camus","is_ca":false},{"name":"Renée Hložek","is_ca":false},{"name":"Juergen Stutzki","is_ca":false},{"name":"Riccardo Giovanelli","is_ca":false},{"name":"Kaustuv Basu","is_ca":false},{"name":"Benjamin Beringue","is_ca":false},{"name":"J. Richard Bond","is_ca":true},{"name":"Doug Johnstone","is_ca":false},{"name":"Laura C. Keating","is_ca":true},{"name":"Joel Meyers","is_ca":true},{"name":"Mike Nolta","is_ca":true},{"name":"D. Scott","is_ca":true},{"name":"P. Schilke","is_ca":false},{"name":"George Stein","is_ca":true},{"name":"Norman Murray","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0171488465856775,"gpt":0.2391326161128719,"spread":0.2219837695271944,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003504993,0.0008158144,0.0007195959,0.0001998717,0.0006250447,0.00052162,0.000946795,0.0001396967,0.0001857785],"category_scores_gemma":[0.000005111107,0.0006603142,0.000173009,0.000329235,0.001065958,0.0003634868,0.0002363175,0.0008431099,0.0000568391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000117228,"about_ca_system_score_gemma":0.001029152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008437291,"about_ca_topic_score_gemma":0.00001561275,"domain_scores_codex":[0.9963513,0.00008086017,0.000444511,0.001563321,0.0006527024,0.000907328],"domain_scores_gemma":[0.9974458,0.00007381009,0.0003937623,0.001358385,0.0002628876,0.000465408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005099458,0.009712909,0.06800347,0.001440607,0.001942033,0.0001206406,0.004533574,0.002516001,0.05369873,0.07348046,0.00380815,0.7756439],"study_design_scores_gemma":[0.02113038,0.03062828,0.2668983,0.008904784,0.002224041,0.00001659995,0.006163857,0.01569951,0.4735145,0.1276689,0.02623997,0.02091089],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984504,0.0001142724,0.006718453,0.0002002138,0.0004831432,0.0006112112,0.0002472898,0.0001260449,0.006995408],"genre_scores_gemma":[0.9953023,0.000007681677,0.002041516,0.0007468518,0.001332859,0.0001252305,0.0002025714,0.00009966333,0.0001413902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7547331,"threshold_uncertainty_score":0.9995848,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2816606334","doi":"10.1117/12.2313157","title":"The Maunakea Spectroscopic Explorer (MSE) telescope mount","year":2018,"lang":"en","type":"article","venue":"Ground-based and Airborne Telescopes VII","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Telescope; Physics; Remote sensing; Astronomy; Geology","authors":[{"name":"Gaizka Murga Llano","is_ca":false},{"name":"Kei Szeto","is_ca":false},{"name":"Rafael Urrutia","is_ca":false},{"name":"Steven E. Bauman","is_ca":false},{"name":"Armando Bilbao","is_ca":false},{"name":"Thomas E. Lorentz","is_ca":false},{"name":"Richard Murowinski","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01171465636612601,"gpt":0.2594918682983992,"spread":0.2477772119322732,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002982462,0.0003926533,0.0003441011,0.00006978914,0.001179476,0.0004318428,0.0004898581,0.00005496436,0.0008023194],"category_scores_gemma":[0.00001419691,0.0002692117,0.0001558685,0.0002972079,0.0009535804,0.0002742048,0.0001903574,0.0004476357,0.0005603151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008336225,"about_ca_system_score_gemma":0.0002236429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003252769,"about_ca_topic_score_gemma":0.00001754962,"domain_scores_codex":[0.9975367,0.0001241892,0.0003653601,0.0005972675,0.0004009448,0.0009755211],"domain_scores_gemma":[0.9986341,0.0002329596,0.0001202156,0.0005768139,0.0001367826,0.0002991167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000571522,0.0006570046,0.01529829,0.00003734019,0.0002638501,0.00001170463,0.0004007182,0.00002769859,0.0115519,0.09700926,0.003984098,0.8701866],"study_design_scores_gemma":[0.009199343,0.00561321,0.1099209,0.000661304,0.0002583507,0.000004476099,0.006254531,0.008933649,0.3884905,0.02051282,0.4468861,0.003264842],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9329208,0.0002289521,0.05860537,0.001077231,0.0002639588,0.000529592,0.00003876952,0.0001019016,0.006233426],"genre_scores_gemma":[0.9953618,0.000009497716,0.001512,0.000175606,0.001954853,0.0001061646,0.00003240622,0.00004708317,0.0008005598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8669218,"threshold_uncertainty_score":0.999976,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3127818781","doi":"10.1117/12.2309584","title":"Status of the Transneptunian Automated Occultation Survey (TAOS II)","year":2018,"lang":"en","type":"article","venue":"Ground-based and Airborne Telescopes VII","topic":"Astro and Planetary Science","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria; Herzberg Institute of Astrophysics","funders":"","keywords":"Cadence; Stars; Occultation; Physics; Astronomy; Remote sensing; Geography","authors":[{"name":"M. J. Lehner","is_ca":false},{"name":"Shiang‐Yu Wang","is_ca":false},{"name":"M. Reyes‐Ruiz","is_ca":false},{"name":"Zhiwei Zhang","is_ca":false},{"name":"Liliana Figueroa","is_ca":false},{"name":"Fernando Álvarez Santana","is_ca":false},{"name":"J. H. Castro-Chacón","is_ca":false},{"name":"Wen-Ping Chen","is_ca":false},{"name":"You‐Hua Chu","is_ca":false},{"name":"Kem H. Cook","is_ca":false},{"name":"John C. Geary","is_ca":false},{"name":"J. J. Kavelaars","is_ca":true},{"name":"Timothy Norton","is_ca":false},{"name":"Andrew Szentgyorgyi","is_ca":false},{"name":"Chung-Kai Hunag","is_ca":false},{"name":"Wei-Ling Yen","is_ca":false},{"name":"Charles Alcock","is_ca":false},{"name":"Jennifer E. Karr","is_ca":false},{"name":"Benjamín Hernández","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01398226251711241,"gpt":0.2407012136634025,"spread":0.2267189511462901,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002265909,0.0001554197,0.0001751758,0.00004099566,0.0003674735,0.00003997407,0.0001965517,0.00003275702,0.0003194789],"category_scores_gemma":[0.000008711798,0.0001080163,0.0000523468,0.0003216784,0.0003393153,0.000151438,0.00002751315,0.00009971456,0.00001423761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009636685,"about_ca_system_score_gemma":0.0001514392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005296405,"about_ca_topic_score_gemma":0.0006507937,"domain_scores_codex":[0.9988914,0.0001309273,0.0002219313,0.0002357251,0.0001841696,0.0003358799],"domain_scores_gemma":[0.9993784,0.00008574675,0.0001185306,0.0002145582,0.00009397433,0.0001087222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003572887,0.000471883,0.8453154,0.00008181781,0.0001282998,0.000001696565,0.00304887,0.000739392,0.01552525,0.003076367,0.003748058,0.1275057],"study_design_scores_gemma":[0.0006986726,0.0003001328,0.9788033,0.00004492533,0.00002073501,3.81457e-7,0.0002429045,0.01277386,0.003867363,0.00005562573,0.003016283,0.0001758212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953108,0.00002999238,0.002411813,0.00009634353,0.0001221781,0.0001934737,0.0003861222,0.00005867387,0.001390623],"genre_scores_gemma":[0.9989103,0.000001476771,0.0006010938,0.0001000282,0.00008609577,0.000003873153,0.0001808332,0.000008608438,0.0001076582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1334879,"threshold_uncertainty_score":0.8006615,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2835059930","doi":"10.1117/12.2312339","title":"Auto-tuned thermal control on stratospheric balloon experiments","year":2018,"lang":"en","type":"article","venue":"Ground-based and Airborne Telescopes VII","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"Durham University; Science and Technology Facilities Council; Natural Sciences and Engineering Research Council of Canada; National Aeronautics and Space Administration; California Institute of Technology; Jet Propulsion Laboratory","keywords":"Thermal; Thermal conduction; Payload (computing); Heat transfer; Thermistor; Telescope; Compensation (psychology); Convective heat transfer; Convection","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01234328122314008,"gpt":0.2387482267996401,"spread":0.2264049455765,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000118193,0.0003306893,0.0003207043,0.00004028284,0.0003664311,0.0001509808,0.0001316254,0.0000606173,0.0005392372],"category_scores_gemma":[0.000003313355,0.0002833485,0.0001000193,0.0001097564,0.0002306421,0.0001425148,0.00003288629,0.0001690541,0.0001098127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003242345,"about_ca_system_score_gemma":0.00007594457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00023023,"about_ca_topic_score_gemma":0.000005795394,"domain_scores_codex":[0.9985571,0.00006565348,0.0002609268,0.0004464252,0.0002132264,0.0004566607],"domain_scores_gemma":[0.9992804,0.00006264565,0.0001258514,0.0002805428,0.00008496758,0.0001655892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003181314,0.003535443,0.02699878,0.00009464534,0.001278346,0.00008871339,0.00195468,0.0009937717,0.3085052,0.1321639,0.002971162,0.518234],"study_design_scores_gemma":[0.05470794,0.01845863,0.3085923,0.001692657,0.0008915435,0.00001142669,0.007992173,0.1469191,0.3687502,0.008282934,0.07511707,0.008584101],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9630493,0.00009259066,0.01994007,0.000186206,0.0002297668,0.000309706,0.00003642846,0.00007598887,0.01607993],"genre_scores_gemma":[0.996331,9.364156e-7,0.001839709,0.0006889853,0.0007551963,0.00001375405,0.00002573176,0.0000449896,0.0002996663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5096499,"threshold_uncertainty_score":0.9999619,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2840797006","doi":"10.1117/12.2312178","title":"Thirty Meter telescope projectstatus (Conference Presentation)","year":2018,"lang":"en","type":"article","venue":"Ground-based and Airborne Telescopes VII","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Telescope; Observatory; General partnership; Outreach; Software deployment; Presentation (obstetrics); Engineering; Remote sensing; Scientific instrument; Instrumentation (computer programming); Systems engineering; Physics; Computer science; Astronomy; Geography; Business; Political science; Software engineering; Operating system","authors":[{"name":"Fengchuan Liu","is_ca":false},{"name":"G. H. Sanders","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02068794987654619,"gpt":0.2833245201743071,"spread":0.2626365702977609,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001757933,0.0003358143,0.0003350874,0.0001103545,0.0004245715,0.0003034136,0.0003038079,0.0000541837,0.001545676],"category_scores_gemma":[0.00001367982,0.0002779157,0.0001191403,0.0003080427,0.0005791513,0.0004542776,0.0001478981,0.0003419823,0.0003105863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002992177,"about_ca_system_score_gemma":0.0003086663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005836797,"about_ca_topic_score_gemma":0.00002338419,"domain_scores_codex":[0.9979031,0.0001238691,0.0003109666,0.0006049454,0.0003475033,0.0007095951],"domain_scores_gemma":[0.9988806,0.0001248333,0.000116168,0.0003743768,0.0002246467,0.0002794118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003541756,0.0005395504,0.01471619,0.00004695194,0.0001505529,0.00000721295,0.0004222448,0.00001583345,0.005294492,0.01562994,0.001717966,0.9611049],"study_design_scores_gemma":[0.01741357,0.009466169,0.2406625,0.001230909,0.0005135478,0.0000086864,0.008328955,0.03811119,0.5508978,0.0207808,0.1068884,0.005697433],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7767314,0.00005561722,0.2051859,0.0005479284,0.0001639106,0.000718404,0.0001026502,0.0001197996,0.01637441],"genre_scores_gemma":[0.9924562,0.000002094334,0.005361558,0.0001416966,0.0009730912,0.00009554663,0.00007856715,0.00003395801,0.00085732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9554074,"threshold_uncertainty_score":0.9999673,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4298384415","doi":"10.1117/12.2313238","title":"The hardware control system for WEAVE at the William Herschel Telescope","year":2018,"lang":"en","type":"article","venue":"Ground-based and Airborne Telescopes VII","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Impact","funders":"Science and Technology Facilities Council","keywords":"Telescope; Computer science; Astronomy; Computer hardware; Engineering; Physics","authors":[{"name":"José Miguel Delgado Hernández","is_ca":false},{"name":"José Miguel Herreros Linares","is_ca":false},{"name":"J. A. L. Aguerri","is_ca":false},{"name":"Kevin Dee","is_ca":false},{"name":"Sergio Picó","is_ca":false},{"name":"Diego Cano","is_ca":false},{"name":"Carlos Martı́n","is_ca":false},{"name":"J. Skvarč","is_ca":false},{"name":"Kevin Middleton","is_ca":false},{"name":"S. C. Trager","is_ca":false},{"name":"P. Bonifacio","is_ca":true},{"name":"A. Vallenari","is_ca":false},{"name":"Saúl Menéndez Mendoza","is_ca":false},{"name":"Gavin Dalton","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009656848128086381,"gpt":0.2492843744989502,"spread":0.2396275263708638,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004838676,0.0003536437,0.0003586611,0.00003250912,0.002304108,0.0003615897,0.0005008362,0.00005759652,0.0001176715],"category_scores_gemma":[0.00002031869,0.0001978958,0.0002446043,0.0001742644,0.000916626,0.0001519265,0.0001420419,0.0002916939,0.0001719392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009310411,"about_ca_system_score_gemma":0.0001902762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001559563,"about_ca_topic_score_gemma":0.00004620423,"domain_scores_codex":[0.9978171,0.0001558318,0.0003516636,0.0005098962,0.0003268023,0.0008387102],"domain_scores_gemma":[0.99809,0.0007417549,0.0001650144,0.0005595947,0.0002253281,0.0002183058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001635944,0.0002400261,0.004494591,0.00008317856,0.0004701514,0.000003352336,0.0002236364,0.00007224071,0.002904592,0.01963054,0.01178024,0.9584615],"study_design_scores_gemma":[0.01402933,0.003377996,0.01318056,0.0007085949,0.0004422814,0.000005337793,0.008012032,0.01440484,0.1159647,0.001291961,0.8268321,0.001750272],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.359249,0.001090918,0.6215373,0.005140644,0.000842683,0.004114534,0.00100605,0.0002345623,0.00678432],"genre_scores_gemma":[0.9955183,0.00000260028,0.000478078,0.0001844215,0.001909607,0.0003974969,0.0000475247,0.00004620692,0.001415717],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9567112,"threshold_uncertainty_score":0.9989948,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2853018549","doi":"10.1117/12.2311505","title":"Developing the ngDVA 15m composite reflector concept","year":2018,"lang":"en","type":"article","venue":"Ground-based and Airborne Telescopes VII","topic":"Radio Astronomy Observations and Technology","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada","funders":"","keywords":"Truss; Telescope; Engineering design process; Network topology; Computer science; Observatory; Radio telescope; Minification; Topology optimization; Aerospace engineering; Electronic engineering; Engineering; Mechanical engineering; Finite element method; Optics; Structural engineering; Physics","authors":[{"name":"Gordon Lacy","is_ca":true},{"name":"Mohammad N. Islam","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01746865119661781,"gpt":0.2587549239621401,"spread":0.2412862727655223,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001185837,0.0002224426,0.0002311229,0.00006624139,0.0006272676,0.0001333449,0.0002888954,0.00005454183,0.0002492336],"category_scores_gemma":[0.000003718229,0.0001640844,0.00006610159,0.0002848039,0.0005119429,0.0001488974,0.00007551874,0.0001971044,0.00005373348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000379358,"about_ca_system_score_gemma":0.000124771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003548338,"about_ca_topic_score_gemma":0.00004107904,"domain_scores_codex":[0.998883,0.00005056995,0.0002580576,0.0003332524,0.0001052551,0.0003698648],"domain_scores_gemma":[0.9992943,0.00008303155,0.0001160206,0.0003474879,0.00009493897,0.00006422957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008539188,0.0001929082,0.04384239,0.00002645305,0.0002515295,0.000004157882,0.0005434296,0.00006137809,0.00417735,0.2841368,0.002321499,0.6643568],"study_design_scores_gemma":[0.005474713,0.001338014,0.1977074,0.0004286358,0.0002185898,0.00001434059,0.002469649,0.005347449,0.07977588,0.01693222,0.6882311,0.00206203],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8577134,0.0002339278,0.1363994,0.002839953,0.0001927291,0.0002951179,0.00003085403,0.000138174,0.002156505],"genre_scores_gemma":[0.9814093,0.00000204867,0.01713035,0.0006424274,0.0005617695,0.00004265614,0.000039617,0.00002320053,0.0001486286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6859096,"threshold_uncertainty_score":0.6691169,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}