{"meta":{"query_hash":"4b847a7f3f60","filters":{"venue":"Space Telescopes and Instrumentation 2022: Optical, Infrared, and Millimeter Wave"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/4b847a7f3f60","api":"https://metacan.xera.ac/api/v1/cohort?venue=Space+Telescopes+and+Instrumentation+2022%3A+Optical%2C+Infrared%2C+and+Millimeter+Wave"},"results":[{"id":"W4285585796","doi":"10.1117/12.2642961","title":"Machine learning techniques to separate the cosmic from the telluric","year":2022,"lang":"en","type":"article","venue":"Space Telescopes and Instrumentation 2022: Optical, Infrared, and Millimeter Wave","topic":"Geochemistry and Geologic Mapping","field":"Computer 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":"Université de Montréal","funders":"","keywords":"COSMIC cancer database; Computer science; Cosmic ray; Astronomy; Physics","score_opus":0.012270511305769963,"score_gpt":0.22179894583376902,"score_spread":0.20952843452799907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285585796","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8815776,0.0033156797,0.046959314,0.044543467,0.0005231025,0.001556703,0.000111386704,0.00033852135,0.02107424],"genre_scores_gemma":[0.9537259,0.0008829257,0.034911368,0.005652348,0.00009567445,0.00018555518,0.00006359093,0.000010383883,0.004472294],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987345,0.00015088715,0.00021414163,0.00040392985,0.00023743125,0.00025914903],"domain_scores_gemma":[0.9992564,0.00021860944,0.00008833346,0.0003060457,0.000039818486,0.000090810274],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037111423,0.00017695785,0.00015761271,0.000044984477,0.0010211059,0.0003098717,0.0003616846,0.00003657618,0.00018106133],"category_scores_gemma":[0.000055883113,0.00011453108,0.00004199283,0.0003241907,0.00012351717,0.00018537522,0.0008651194,0.0003652821,0.0000073103643],"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":[0.0002824246,0.00024317826,0.0073241605,0.00009484896,0.0004078475,0.00009351265,0.03222921,0.00121701,0.07710902,0.038509592,0.029799644,0.81268954],"study_design_scores_gemma":[0.00077567814,0.0008613981,0.0027707533,0.000046820332,0.00006313639,0.00014842312,0.008377672,0.02191625,0.050352234,0.011999225,0.9020508,0.0006376167],"about_ca_topic_score_codex":0.00015103625,"about_ca_topic_score_gemma":0.000010735822,"teacher_disagreement_score":0.87225115,"about_ca_system_score_codex":0.000027476646,"about_ca_system_score_gemma":0.000028205837,"threshold_uncertainty_score":0.7853624},"labels":[],"label_agreement":null},{"id":"W4285585812","doi":"10.1117/12.2626242","title":"Nancy Grace Roman Space Telescope coronagraph EMCCD flight camera electronics development","year":2022,"lang":"en","type":"article","venue":"Space Telescopes and Instrumentation 2022: Optical, Infrared, and Millimeter Wave","topic":"Astronomical Observations and Instrumentation","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ABB (Canada)","funders":"","keywords":"Coronagraph; Telescope; Spitzer Space Telescope; Development (topology); Physics; Space (punctuation); Optics; Electronics; Astronomy; Remote sensing; Computer science; Engineering; Electrical engineering; Geology; Stars","score_opus":0.008519934704197839,"score_gpt":0.1961173459588786,"score_spread":0.18759741125468077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285585812","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9905162,0.0019620038,0.0038850044,0.0002495438,0.0003405794,0.0005802892,0.00006696043,0.00014701537,0.0022524435],"genre_scores_gemma":[0.9378847,0.002183605,0.057925593,0.000298094,0.000062875144,0.000242351,0.00041149382,0.00007841509,0.0009129123],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99803376,0.00005695226,0.000539814,0.0004810448,0.000341222,0.00054722506],"domain_scores_gemma":[0.99933857,0.00004496444,0.00011288833,0.00022944128,0.0000483205,0.00022582209],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018051105,0.00038686622,0.00035296573,0.00022148255,0.00069387304,0.00020458299,0.00013583424,0.00008543414,0.00047141936],"category_scores_gemma":[0.000009207125,0.00040632265,0.00007025836,0.00037609905,0.00013081935,0.0005639697,0.00018738993,0.0003981624,0.000013994704],"study_design_candidate":"design_other","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":[0.00045899788,0.0006412122,0.015079148,0.0006144895,0.001362947,0.0000633378,0.0139879575,0.0052265525,0.06710893,0.04673984,0.017035542,0.8316811],"study_design_scores_gemma":[0.0072952067,0.002445673,0.057456087,0.00021119755,0.0003590326,0.00022579028,0.020563772,0.02998034,0.109689824,0.0011803717,0.7672473,0.0033453745],"about_ca_topic_score_codex":0.00003182814,"about_ca_topic_score_gemma":0.00004023002,"teacher_disagreement_score":0.82833564,"about_ca_system_score_codex":0.00028143745,"about_ca_system_score_gemma":0.00008708502,"threshold_uncertainty_score":0.9998389},"labels":[],"label_agreement":null},{"id":"W4285585999","doi":"10.1117/12.2631515","title":"In-flight Metis radiometric performance verification using the light retro-reflected from its door","year":2022,"lang":"en","type":"article","venue":"Space Telescopes and Instrumentation 2022: Optical, Infrared, and Millimeter Wave","topic":"Solar and Space Plasma Dynamics","field":"Physics and Astronomy","cited_by":0,"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":"Metis; Orbiter; Optics; Spacecraft; Remote sensing; Stray light; Coronagraph; Physics; Astronomy; Computer science; Geology; Exoplanet","score_opus":0.013105739163470066,"score_gpt":0.23578697304004148,"score_spread":0.2226812338765714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285585999","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9950471,0.0006476739,0.0011487973,0.0005895706,0.00030156525,0.0004060302,0.00013550816,0.000017465441,0.0017062731],"genre_scores_gemma":[0.9935741,0.0003272975,0.005009557,0.00016990006,0.000098368444,0.000069055975,0.00017580314,0.000025132567,0.00055080245],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986021,0.000108366694,0.00031460676,0.00039367823,0.00028153078,0.00029970275],"domain_scores_gemma":[0.9994077,0.000087506276,0.00014025382,0.00022025175,0.00004791456,0.00009634563],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019444323,0.00022402508,0.0002542165,0.00027845972,0.00056888215,0.00018605754,0.00012670581,0.00004866066,0.0005596998],"category_scores_gemma":[0.000012750402,0.00018788596,0.00005746174,0.0008794264,0.000077014716,0.00044456107,0.00015747178,0.00034501066,0.000005418917],"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":[0.0016700984,0.0014320741,0.24270687,0.00028540293,0.0018634055,0.000054074735,0.035342332,0.0023352734,0.3841234,0.038172297,0.0051851287,0.28682965],"study_design_scores_gemma":[0.014296309,0.0024017463,0.13061269,0.00025119272,0.0011219917,0.0001228114,0.05994164,0.44394946,0.2242192,0.0044372925,0.11488783,0.0037578328],"about_ca_topic_score_codex":0.00019446008,"about_ca_topic_score_gemma":0.0000089746945,"teacher_disagreement_score":0.4416142,"about_ca_system_score_codex":0.000091959955,"about_ca_system_score_gemma":0.00005063405,"threshold_uncertainty_score":0.7661767},"labels":[],"label_agreement":null},{"id":"W4289277588","doi":"10.1117/12.2629231","title":"In-flight performance of the NIRSpec micro shutter array","year":2022,"lang":"en","type":"article","venue":"Space Telescopes and Instrumentation 2022: Optical, Infrared, and Millimeter Wave","topic":"Spacecraft Design and Technology","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canadian Space Agency; Goddard Space Flight Center; European Space Agency; National Aeronautics and Space Administration","keywords":"Shutter; Computer science; Optics; Physics","score_opus":0.006027501987782026,"score_gpt":0.18491554862908632,"score_spread":0.1788880466413043,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4289277588","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99532884,0.0007025246,0.0001784808,0.0005777616,0.00029752357,0.00025931958,0.0000199737,0.000038256745,0.002597321],"genre_scores_gemma":[0.99437785,0.00094442547,0.0036826606,0.0003062613,0.000022558252,0.000049852726,0.000006684148,0.00002151829,0.0005881707],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99915946,0.000028163911,0.00023632568,0.0001986028,0.0001506379,0.00022678504],"domain_scores_gemma":[0.9996724,0.000031309683,0.000044084827,0.0001920627,0.000015542435,0.000044599165],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000102215556,0.00015724021,0.00019756597,0.00015289351,0.00013475491,0.000029195811,0.000110648005,0.00006278413,0.00027669198],"category_scores_gemma":[0.0000069764146,0.00013001743,0.000038753118,0.0002756873,0.00016411177,0.00016624261,0.00011576956,0.00027278883,0.0000028399888],"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":[0.00019419203,0.00016641214,0.02966444,0.00042390876,0.00023027288,0.000024821917,0.006221541,0.0005386021,0.90736306,0.004388675,0.009643014,0.04114107],"study_design_scores_gemma":[0.0025304267,0.0006960814,0.018765293,0.000095830386,0.00007454789,0.00018306692,0.006066151,0.004978116,0.9106784,0.0010469173,0.054212477,0.00067269994],"about_ca_topic_score_codex":0.000014616877,"about_ca_topic_score_gemma":0.000009867137,"teacher_disagreement_score":0.044569463,"about_ca_system_score_codex":0.000053613046,"about_ca_system_score_gemma":0.000015362994,"threshold_uncertainty_score":0.53019565},"labels":[],"label_agreement":null},{"id":"W4293345168","doi":"10.1117/12.2628865","title":"Performance of near-infrared high-contrast imaging methods with JWST from commissioning","year":2022,"lang":"en","type":"article","venue":"Space Telescopes and Instrumentation 2022: Optical, Infrared, and Millimeter Wave","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"Space Telescope Science Institute; National Aeronautics and Space Administration","keywords":"James Webb Space Telescope; Physics; Angular resolution (graph drawing); Brightness; Planet; Exoplanet; Remote sensing; Interferometry; Telescope; Astronomy; Optics; Geology","score_opus":0.008860424560367636,"score_gpt":0.23413928622050176,"score_spread":0.2252788616601341,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293345168","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9816453,0.0008109585,0.0022742203,0.00016638065,0.00019492957,0.0002761024,0.00011624339,0.000021219357,0.014494683],"genre_scores_gemma":[0.9386781,0.00018330774,0.06029552,0.00013092539,0.000071808754,0.00003540074,0.00021561839,0.000022197955,0.00036716653],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99870026,0.00010184238,0.00032256928,0.00035653386,0.00023931375,0.00027948315],"domain_scores_gemma":[0.9992193,0.00023832404,0.00018144948,0.00018965318,0.000052989635,0.000118272874],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00017721689,0.00024954983,0.0003853721,0.00007366504,0.00067311106,0.00011932806,0.000087143795,0.00002441381,0.0009143517],"category_scores_gemma":[0.000007900954,0.00021216682,0.00004659173,0.00015960095,0.00025395266,0.0002517691,0.0001836504,0.0002372205,0.0000016531313],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041295725,0.00010163163,0.80161196,0.00005501616,0.00042000308,0.000006228715,0.003907084,0.00012654836,0.0015557639,0.00063056796,0.0007681001,0.19040416],"study_design_scores_gemma":[0.011766436,0.002587744,0.8199476,0.00039881072,0.0011741419,0.000071674236,0.05595182,0.03432651,0.044928942,0.0027116851,0.024086071,0.0020485804],"about_ca_topic_score_codex":0.00052704365,"about_ca_topic_score_gemma":0.00000357631,"teacher_disagreement_score":0.1883556,"about_ca_system_score_codex":0.00002149206,"about_ca_system_score_gemma":0.000047865797,"threshold_uncertainty_score":0.9999989},"labels":[],"label_agreement":null}]}