{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":9,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":9,"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":"fc5119c9cdfa","filters":{"venue":"Imaging and Applied Optics Congress 2022 (3D, AOA, COSI, ISA, pcAOP)"}},"results":[{"id":"W4297897604","doi":"10.1364/3d.2022.3th5a.3","title":"High-speed band-limited illumination profilometry (BLIP)","year":2022,"lang":"en","type":"article","venue":"Imaging and Applied Optics Congress 2022 (3D, AOA, COSI, ISA, pcAOP)","topic":"Optical measurement and interference techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Profilometer; Optics; Projection (relational algebra); Structured-light 3D scanner; Modality (human–computer interaction); Computer science; Computer vision; Artificial intelligence; Materials science; Physics; Scanner; Surface finish","authors":[{"name":"Cheng Jiang","is_ca":true},{"name":"Jinyang Liang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01709909428850003,"gpt":0.2435736121656225,"spread":0.2264745178771225,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009228058,0.0004276767,0.0004666481,0.0005265041,0.0007225118,0.000672214,0.001219757,0.00008127443,0.000202312],"category_scores_gemma":[0.00008081178,0.0004415929,0.00008370128,0.00101158,0.0002679887,0.0005414965,0.0009958248,0.000737707,0.00002914372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001769409,"about_ca_system_score_gemma":0.00008331194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002512366,"about_ca_topic_score_gemma":0.000002618435,"domain_scores_codex":[0.996637,0.0001296896,0.0005700568,0.0009590553,0.001020383,0.0006838531],"domain_scores_gemma":[0.9983006,0.0001921545,0.0002688826,0.0007748927,0.0002514728,0.000212037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003299399,0.001414629,0.004685897,0.0002959972,0.0003067384,0.0001335955,0.00244489,0.0004807748,0.2940607,0.3414612,0.02456454,0.3298212],"study_design_scores_gemma":[0.007902517,0.00176796,0.004265367,0.0003326685,0.0004323277,0.0002042384,0.003196834,0.4419392,0.4751279,0.02126315,0.03812529,0.00544257],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6309084,0.002901312,0.2144633,0.01130719,0.009193378,0.00511033,0.0002748012,0.005260966,0.1205803],"genre_scores_gemma":[0.9742829,0.00008230321,0.02366602,0.0008467686,0.0001369185,0.0002321069,0.00005657581,0.00004544475,0.0006509357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4414584,"threshold_uncertainty_score":0.9998036,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4296737098","doi":"10.1364/cosi.2022.jf2d.5","title":"In-plant prototype density scanner using a real-time sub-THz imaging camera","year":2022,"lang":"en","type":"article","venue":"Imaging and Applied Optics Congress 2022 (3D, AOA, COSI, ISA, pcAOP)","topic":"Terahertz technology and applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Scanner; Terahertz radiation; Measure (data warehouse); Computer science; Optics; Remote sensing; Physics; Geography","authors":[{"name":"Maik Gehloff","is_ca":false},{"name":"M. Reid","is_ca":true},{"name":"Ian D. Hartley","is_ca":true},{"name":"Brad D. Price","is_ca":false},{"name":"Luca Mucchi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005966800563813006,"gpt":0.2145861253648073,"spread":0.2086193248009943,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003288482,0.0004078474,0.0004490432,0.0003372332,0.0006192898,0.0001291599,0.0003824226,0.00008490446,0.0001211819],"category_scores_gemma":[0.00001131816,0.0004868364,0.00005741745,0.0005312532,0.0002495564,0.0001764476,0.0003741038,0.0008857271,0.00002895475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002216783,"about_ca_system_score_gemma":0.00006132796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001151818,"about_ca_topic_score_gemma":0.00002298244,"domain_scores_codex":[0.9979076,0.00004711057,0.0004551522,0.0006207585,0.0002838521,0.0006855291],"domain_scores_gemma":[0.9990489,0.00009886959,0.0001157898,0.0005590611,0.00005078434,0.0001265943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003475211,0.000588302,0.02459633,0.0004593619,0.0003383234,0.0007631237,0.002489357,0.0414103,0.8194613,0.01397932,0.01197356,0.08359315],"study_design_scores_gemma":[0.002352464,0.00004442458,0.001519156,0.0001141826,0.0002234767,0.0006404293,0.001052358,0.9178448,0.04415859,0.002398425,0.02779581,0.001855904],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914138,0.0007610771,0.001396354,0.0004847391,0.0004965313,0.00126019,0.0001873225,0.0008498182,0.003150108],"genre_scores_gemma":[0.9940616,0.0001766342,0.00433212,0.0002571572,0.00009686477,0.0007146352,0.0000822396,0.0001129742,0.0001657796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8764345,"threshold_uncertainty_score":0.9997583,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4296737198","doi":"10.1364/cosi.2022.jw4c.2","title":"Comparison of Numerical Spectral Alignment Methods in Dual-spectrometer SD-OCT System","year":2022,"lang":"en","type":"article","venue":"Imaging and Applied Optics Congress 2022 (3D, AOA, COSI, ISA, pcAOP)","topic":"Optical Coherence Tomography Applications","field":"Engineering","cited_by":0,"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","funders":"","keywords":"Spectrometer; Imaging spectrometer; Calibration; Dual (grammatical number); Optics; Contrast (vision); Spectral imaging; Physics; Computer science","authors":[{"name":"Yusi Miao","is_ca":true},{"name":"Jun Song","is_ca":true},{"name":"Myeong Jin Ju","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01601867754097553,"gpt":0.3047117762766249,"spread":0.2886930987356494,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006233505,0.0004066298,0.0007928629,0.0003770487,0.0002238768,0.0001065854,0.0003373165,0.00007090749,0.0001711435],"category_scores_gemma":[0.00001293974,0.0004640966,0.0001201827,0.0009326791,0.0002088548,0.00008718199,0.000301828,0.0008107102,0.0000108235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002813821,"about_ca_system_score_gemma":0.00003256716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002802559,"about_ca_topic_score_gemma":0.000004446189,"domain_scores_codex":[0.9972102,0.0001458306,0.0008528177,0.0005854934,0.000530391,0.0006752549],"domain_scores_gemma":[0.9986446,0.0003768125,0.0001643855,0.0005760841,0.00004273673,0.0001953885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003761998,0.002865427,0.04776095,0.002447421,0.001445607,0.0002191622,0.007664992,0.2772472,0.3298089,0.2031494,0.005827234,0.1211875],"study_design_scores_gemma":[0.001997091,0.0001922551,0.00307125,0.0000944855,0.0002995552,0.00009282345,0.006774239,0.9527311,0.02754255,0.0008866178,0.004967482,0.001350584],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7124894,0.006196368,0.2144756,0.0005357927,0.002226329,0.003516236,0.0004911,0.00161399,0.05845525],"genre_scores_gemma":[0.9230095,0.00003744339,0.07607383,0.00003466175,0.0000617555,0.0006338431,0.00003531277,0.00007610232,0.00003754917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6754839,"threshold_uncertainty_score":0.9997811,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4296736820","doi":"10.1364/cosi.2022.cth4c.3","title":"Wide angle imaging system image simulation for accurate neural network performances prediction.","year":2022,"lang":"en","type":"article","venue":"Imaging and Applied Optics Congress 2022 (3D, AOA, COSI, ISA, pcAOP)","topic":"Optical measurement and interference techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval; ImmerVision (Canada)","funders":"","keywords":"Artificial neural network; Computer science; Pipeline (software); Distortion (music); Artificial intelligence; Image (mathematics); Computer vision","authors":[{"name":"Julie Buquet","is_ca":true},{"name":"Raphaël Larouche","is_ca":true},{"name":"Jocelyn Parent","is_ca":true},{"name":"Jean‐François Lalonde","is_ca":false},{"name":"Simon Thibault","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01928303849423643,"gpt":0.2570243766452535,"spread":0.2377413381510171,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009168764,0.00037484,0.0003880764,0.0001767225,0.001246216,0.0008691645,0.0008314116,0.0000417143,0.00002978217],"category_scores_gemma":[0.00004503562,0.0003799075,0.00009906619,0.0004148197,0.0001731899,0.0009947,0.0007018782,0.0004415024,0.000005733192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001649287,"about_ca_system_score_gemma":0.0000607931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009218898,"about_ca_topic_score_gemma":0.000001689909,"domain_scores_codex":[0.9972276,0.00009178595,0.0006043852,0.0007735445,0.0005843747,0.0007182838],"domain_scores_gemma":[0.9983999,0.0003709786,0.0003050736,0.0005331211,0.0002370989,0.0001538111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001283963,0.0007198948,0.02990376,0.001455872,0.0004381033,0.0001117495,0.003764372,0.4443007,0.02236803,0.1085068,0.04174205,0.3454047],"study_design_scores_gemma":[0.0009356114,0.0001216184,0.0002644046,0.00007293421,0.00006098712,0.00001984143,0.0005109771,0.9923532,0.001307624,0.0005412035,0.003383141,0.0004284542],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06395947,0.002091279,0.9089396,0.001369413,0.004863059,0.002991673,0.0001714511,0.002400027,0.013214],"genre_scores_gemma":[0.9739006,0.00003197015,0.02454057,0.0004284318,0.0003083724,0.0006079883,0.00004547717,0.00004203464,0.00009462347],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9099411,"threshold_uncertainty_score":0.9998653,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4296694422","doi":"10.1364/3d.2022.3f2a.3","title":"Versatile Experimental Setup for Quantifying Key Metrics of 3D Light Field Displays","year":2022,"lang":"en","type":"article","venue":"Imaging and Applied Optics Congress 2022 (3D, AOA, COSI, ISA, pcAOP)","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"ImmerVision (Canada); Huawei Technologies (Canada); Université Laval","funders":"","keywords":"Key (lock); Field (mathematics); Computer science; Image resolution; Light field; Contrast (vision); Optics; Computer graphics (images); Artificial intelligence; Physics","authors":[{"name":"Sédick Rabia","is_ca":true},{"name":"Herman M. K. Wong","is_ca":true},{"name":"Zhenfeng Zhuang","is_ca":true},{"name":"Simon Thibault","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01674367396792681,"gpt":0.2649733716545097,"spread":0.2482296976865829,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000279207,0.0004091363,0.0005384799,0.0003431899,0.0004516023,0.0001190909,0.0005185141,0.00009227321,0.00006629364],"category_scores_gemma":[0.000160277,0.00046517,0.00009258145,0.0005198382,0.0002041049,0.0002017252,0.0006341332,0.0006995786,0.000004611368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001513529,"about_ca_system_score_gemma":0.00002439245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000859209,"about_ca_topic_score_gemma":0.000002541312,"domain_scores_codex":[0.9978757,0.00002452958,0.0005141943,0.0005363127,0.0004131722,0.0006360729],"domain_scores_gemma":[0.9984584,0.0006724966,0.0001465672,0.0005444055,0.00006542107,0.0001127159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008095626,0.001006568,0.00471658,0.001956003,0.00098879,0.0001677677,0.00623756,0.1378115,0.6313789,0.05539883,0.03125753,0.1282704],"study_design_scores_gemma":[0.002323061,0.0001919129,0.00003546568,0.00007869099,0.0001965137,0.00003498964,0.008050011,0.5422471,0.4243363,0.0008175626,0.02049983,0.001188599],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6053356,0.02422799,0.3327718,0.001683422,0.006936334,0.00407897,0.001353408,0.004638697,0.01897377],"genre_scores_gemma":[0.9267507,0.0001502656,0.07227008,0.0001167178,0.0000603229,0.00039652,0.0000543293,0.0001087518,0.00009231662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4044356,"threshold_uncertainty_score":0.99978,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4296696160","doi":"10.1364/3d.2022.jtu2a.1","title":"Autonomous Optical Sensor to Study the Evolution of Snow Density in Polar Environment","year":2022,"lang":"en","type":"article","venue":"Imaging and Applied Optics Congress 2022 (3D, AOA, COSI, ISA, pcAOP)","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Snow; Robustness (evolution); Environmental science; Remote sensing; Spectroscopy; Laser; Optics; Materials science; Computer science; Optoelectronics; Physics; Meteorology; Geography","authors":[{"name":"Félix Lévesque‐Desrosiers","is_ca":true},{"name":"William D. Bonilla","is_ca":true},{"name":"Florent Dominé","is_ca":true},{"name":"Simon Thibault","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007472467520298771,"gpt":0.2143444620745034,"spread":0.2068719945542046,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004654291,0.0002888016,0.000423543,0.00008440852,0.0002793301,0.00004234941,0.000327842,0.00005765118,0.0001654274],"category_scores_gemma":[0.00009475627,0.0002717695,0.00007250573,0.0002519025,0.0001857652,0.00003936417,0.0005880836,0.0007323268,0.00001430987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003516823,"about_ca_system_score_gemma":0.00003338662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008526014,"about_ca_topic_score_gemma":0.000005635234,"domain_scores_codex":[0.9979203,0.00006365107,0.0004925141,0.0005476834,0.0005096505,0.000466148],"domain_scores_gemma":[0.9988842,0.0003238445,0.0000979991,0.0004837088,0.00002907839,0.0001811623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001084759,0.003796025,0.03767148,0.0002546899,0.0007344203,0.0004895969,0.007492735,0.3328067,0.5793744,0.0136541,0.0004628939,0.02217824],"study_design_scores_gemma":[0.005500956,0.0003476382,0.009561727,0.00007220363,0.0008042162,0.0001814619,0.03615687,0.7758333,0.1656345,0.0006481828,0.003115844,0.002143061],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992926,0.0001944224,0.004233841,0.0004572187,0.0001138139,0.000498379,0.00005150201,0.00006356698,0.001461272],"genre_scores_gemma":[0.9980221,0.000009585931,0.00127793,0.0001180949,0.00006703891,0.00008228783,0.00001430652,0.00003631132,0.0003723692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4430266,"threshold_uncertainty_score":0.9999735,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4296694155","doi":"10.1364/3d.2022.3f1a.2","title":"Efficient Lidar in Foggy Environment","year":2022,"lang":"en","type":"article","venue":"Imaging and Applied Optics Congress 2022 (3D, AOA, COSI, ISA, pcAOP)","topic":"Advanced Optical Sensing Technologies","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":"Huawei Technologies (Canada)","funders":"","keywords":"Lidar; Remote sensing; Filter (signal processing); Computer science; Laser; Backscatter (email); Environmental science; Optics; Geology; Physics; Computer vision; Telecommunications; Wireless","authors":[{"name":"Ali Massoud","is_ca":true},{"name":"Zhiping Jiang","is_ca":true},{"name":"Hongbiao Gao","is_ca":true},{"name":"Zeng Li","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005830162173165032,"gpt":0.2159501663306811,"spread":0.210120004157516,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002467115,0.0003718891,0.0004218622,0.000170895,0.0004843218,0.0001121221,0.0003689807,0.00004382036,0.0002766901],"category_scores_gemma":[0.00001185928,0.0004051799,0.00007046643,0.0002660782,0.0003797586,0.00004454059,0.001070731,0.0007948103,0.00003347865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001551558,"about_ca_system_score_gemma":0.00003409345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003576669,"about_ca_topic_score_gemma":0.000001570091,"domain_scores_codex":[0.997677,0.00004910668,0.0004232902,0.0007335539,0.0004228708,0.000694157],"domain_scores_gemma":[0.9989456,0.0001900035,0.0001701691,0.0005560024,0.00002025271,0.0001179933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002646088,0.001751871,0.0263605,0.00007058724,0.00022522,0.0001724521,0.00133061,0.3181358,0.02341348,0.1608783,0.001246503,0.4661501],"study_design_scores_gemma":[0.01195081,0.0004578057,0.004380462,0.0001947951,0.0004580957,0.00006766359,0.0223855,0.7258962,0.03444531,0.05867849,0.1355439,0.005541031],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9612843,0.0009219677,0.01917636,0.001164257,0.0006918064,0.0009720604,0.0001856053,0.000355869,0.01524771],"genre_scores_gemma":[0.9853336,0.00002142484,0.01383053,0.0001492169,0.00008507601,0.0001958991,0.00004380037,0.00005967699,0.0002807297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4606091,"threshold_uncertainty_score":0.99984,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4296736926","doi":"10.1364/cosi.2022.cw3b.4","title":"Experimental Demonstration of Lightsheets with Customized Properties in Simple Media","year":2022,"lang":"en","type":"article","venue":"Imaging and Applied Optics Congress 2022 (3D, AOA, COSI, ISA, pcAOP)","topic":"Orbital Angular Momentum in Optics","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":"University of Toronto","funders":"","keywords":"Simple (philosophy); Computer science; Bending; Calculus (dental); Materials science; Composite material","authors":[{"name":"Yousuf Aborahama","is_ca":true},{"name":"Mo Mojahedi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007433908813106858,"gpt":0.2116676637597893,"spread":0.2042337549466824,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002067742,0.0002969151,0.0004141334,0.0001466201,0.0002755341,0.0001042973,0.0002261855,0.00002650463,0.0002577897],"category_scores_gemma":[0.000003304333,0.0002723932,0.00005306486,0.0002314698,0.0002801168,0.0001578232,0.0003026204,0.0003366824,0.000003978456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006920724,"about_ca_system_score_gemma":0.00009719577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008281383,"about_ca_topic_score_gemma":0.000009722078,"domain_scores_codex":[0.9982674,0.00006236097,0.000434901,0.0004178617,0.000440603,0.0003768917],"domain_scores_gemma":[0.9992675,0.00007892442,0.0002221188,0.0002802542,0.00005591704,0.00009530098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003296904,0.006615073,0.1439247,0.0004490838,0.001002735,0.0001622926,0.0264655,0.02212574,0.6486615,0.09399504,0.002256093,0.05104537],"study_design_scores_gemma":[0.01850124,0.0005366478,0.00160977,0.0002081707,0.0004012083,0.00004610091,0.07748814,0.0907067,0.8012056,0.002940291,0.003734769,0.002621335],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903147,0.000574075,0.0003465984,0.0001032894,0.0002355968,0.0005647043,0.00009956651,0.00004341363,0.007718039],"genre_scores_gemma":[0.9977316,0.000006379648,0.001504769,0.00004609559,0.00009156114,0.0003158455,0.0001048716,0.00004759745,0.0001512434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1525441,"threshold_uncertainty_score":0.9999728,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4296737190","doi":"10.1364/cosi.2022.cth3c.5","title":"Orientation Imaging using Tensorial Ptychography","year":2022,"lang":"en","type":"article","venue":"Imaging and Applied Optics Congress 2022 (3D, AOA, COSI, ISA, pcAOP)","topic":"Advanced X-ray Imaging Techniques","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":"University of Ottawa","funders":"","keywords":"Orientation (vector space); Ptychography; Tensor (intrinsic definition); Optics; Nonlinear system; Sample (material); Computer science; Physics; Geometry; Diffraction; Mathematics","authors":[{"name":"Evan Norris","is_ca":true},{"name":"Jarno Van Der Kolk","is_ca":true},{"name":"Lora Ramunno","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0085597615268645,"gpt":0.2653285702976086,"spread":0.2567688087707441,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0004855458,0.0005319265,0.0004963573,0.0003820322,0.001468412,0.0003781762,0.0004571453,0.0000315863,0.0002633558],"category_scores_gemma":[0.00001358458,0.000628435,0.0001501365,0.0006179454,0.0003589436,0.0004062973,0.0006154442,0.0009318265,0.000007373084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001200781,"about_ca_system_score_gemma":0.00009274501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001281618,"about_ca_topic_score_gemma":0.000001076065,"domain_scores_codex":[0.9969379,0.000126012,0.0005819426,0.0009605933,0.0006072951,0.000786315],"domain_scores_gemma":[0.9984264,0.0001822286,0.0004212283,0.000623579,0.0001586631,0.0001878507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007408229,0.001387508,0.2555984,0.0002133934,0.0007813508,0.000151269,0.004942467,0.02035838,0.1642224,0.08759234,0.01340338,0.4506083],"study_design_scores_gemma":[0.01917666,0.0003033046,0.002620801,0.0004200828,0.002221939,0.000260544,0.03720999,0.5679427,0.07197005,0.1104366,0.1776616,0.009775716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5390751,0.001716495,0.4199396,0.000930179,0.006988153,0.002877694,0.0009955165,0.001753844,0.02572338],"genre_scores_gemma":[0.9471501,0.0000190697,0.05092773,0.0003451995,0.0007472654,0.000312211,0.0002113947,0.0001373917,0.0001496816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5475844,"threshold_uncertainty_score":0.9998316,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}