{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"1e3a626fad38","filters":{"venue":"SPIE Exhibition Product Demonstrations"}},"results":[{"id":"W3134979195","doi":"10.1117/12.2596054","title":"OZ Optics Ltd.: Universal Optical DNA Detection System for Pathogen Including COVID-19","year":2021,"lang":"en","type":"article","venue":"SPIE Exhibition Product Demonstrations","topic":"Biosensors and Analytical Detection","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":"OZ Optics (Canada)","funders":"","keywords":"Software; DNA sequencing; Computer science; Coronavirus disease 2019 (COVID-19); DNA; Computational biology; Nanotechnology; Biology; Infectious disease (medical specialty); Genetics; Materials science; Medicine; Programming language","authors":[{"name":"Michael C. Grant","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0269710401464375,"gpt":0.2520195449902284,"spread":0.2250485048437909,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002385784,0.0001866031,0.0001913706,0.0001339909,0.0004651076,0.0001116366,0.000061404,0.0001494596,0.00003067197],"category_scores_gemma":[0.0003707495,0.0002124886,0.0001381436,0.0004891237,0.000069498,0.000249004,0.00002233374,0.0002035726,0.00002981621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003831487,"about_ca_system_score_gemma":0.0001372122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003887841,"about_ca_topic_score_gemma":0.00008402425,"domain_scores_codex":[0.998736,0.0000286521,0.000371852,0.000387209,0.0001852787,0.0002910317],"domain_scores_gemma":[0.9991636,0.00008373825,0.00004865121,0.000255379,0.0002173456,0.0002313444],"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":[0.00001445223,0.0000549824,0.00001803679,0.0003274111,0.00006299264,0.00002929192,0.00005147503,0.01157644,0.9566026,0.0266092,0.0004028459,0.00425027],"study_design_scores_gemma":[0.0007375232,0.0001017677,0.0001882331,0.00007546836,0.0002191734,0.0003321735,0.001063274,0.09709471,0.8924397,0.001901779,0.005340867,0.0005053688],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1756743,0.0001849791,0.8143196,0.00175375,0.001368769,0.0007013137,0.0002176451,0.001222516,0.004557228],"genre_scores_gemma":[0.989322,0.00003027224,0.009572932,0.00005659572,0.000609563,0.00005420978,0.0001561693,0.00003573464,0.000162505],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8136477,"threshold_uncertainty_score":0.8665034,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3134674266","doi":"10.1117/12.2596010","title":"Metamaterial Inc. (META): META Capabilities Demonstration","year":2021,"lang":"en","type":"article","venue":"SPIE Exhibition Product Demonstrations","topic":"Spacecraft Design and Technology","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":"Metamaterial Technologies (Canada)","funders":"","keywords":"Metamaterial; Holography; Lithography; Photomask; Computer science; Materials science; Fabrication; Optics; Nanotechnology; Optoelectronics; Physics; Resist","authors":[{"name":"J. Dorey","is_ca":true},{"name":"Frederico Bastos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02989296887011647,"gpt":0.2302280794963347,"spread":0.2003351106262182,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002709581,0.0003165538,0.000496723,0.000200123,0.0002296242,0.0001445801,0.0001241858,0.0001728514,0.00227045],"category_scores_gemma":[0.0001611168,0.0003078261,0.0002674327,0.0005291281,0.0001910104,0.000533383,0.00002731868,0.0002604232,0.0001431616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006132728,"about_ca_system_score_gemma":0.0001384472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001813123,"about_ca_topic_score_gemma":0.0002828318,"domain_scores_codex":[0.9983599,0.00006920487,0.0005125028,0.0004696682,0.000236742,0.0003519901],"domain_scores_gemma":[0.9989588,0.00005928592,0.00006189365,0.0006017209,0.0002271924,0.00009115313],"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":[0.000008086205,0.0001633466,0.00009627941,0.0001070852,0.004775223,0.00004979111,0.0001453742,0.001923761,0.889784,0.09114078,0.009817011,0.0019893],"study_design_scores_gemma":[0.0003475014,0.00004998656,0.0003004463,0.000007893542,0.004607025,0.0002972179,0.0002677627,0.001346838,0.9645455,0.01743057,0.01026224,0.0005369645],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8239835,0.01591793,0.09035163,0.0126209,0.00467789,0.002253176,0.0005960164,0.00750735,0.04209162],"genre_scores_gemma":[0.9831468,0.0001590545,0.01503217,0.00008950895,0.00024261,0.0004291875,0.0003557379,0.00004664685,0.0004983079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1591633,"threshold_uncertainty_score":0.9999374,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3135021651","doi":"10.1117/12.2595946","title":"Beamtech Optronics Co., Ltd.: R&D, production, sales and service of solid-state laser","year":2021,"lang":"en","type":"article","venue":"SPIE Exhibition Product Demonstrations","topic":"Solid State Laser 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":"Optech (Canada)","funders":"","keywords":"Business; Production (economics); Service (business); State (computer science); Marketing; Economics; Computer science","authors":[{"name":"David Yun Dai","is_ca":true},{"name":"Xinyu Zhang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0137069510524866,"gpt":0.2469518624805871,"spread":0.2332449114281005,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001614067,0.0002132137,0.000240687,0.0001616642,0.0001508196,0.00004238833,0.0001104776,0.00008944311,0.00003510386],"category_scores_gemma":[0.0002108007,0.0002428372,0.00004361255,0.0007506936,0.0001719641,0.000396537,0.00004436365,0.0002485955,0.00003312136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005216423,"about_ca_system_score_gemma":0.0001222691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005543377,"about_ca_topic_score_gemma":0.0002461929,"domain_scores_codex":[0.9986377,0.0000217345,0.0004466256,0.0004112607,0.0001996124,0.0002830799],"domain_scores_gemma":[0.9988529,0.00003399318,0.00007724961,0.0005597163,0.0004173886,0.00005874185],"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":[0.00001837984,0.0003130001,0.002365666,0.0009238418,0.0002812996,0.00004486868,0.001048688,0.06272826,0.897599,0.004871586,0.0214953,0.008310089],"study_design_scores_gemma":[0.0002255338,0.00002713652,0.002507202,0.00007504819,0.0000443641,0.0001492206,0.000645243,0.001084616,0.9856529,0.007126262,0.002176614,0.0002858217],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887056,0.00114686,0.001992822,0.005344541,0.0003568329,0.0004147568,0.0002661456,0.001007645,0.0007647887],"genre_scores_gemma":[0.9897236,0.0007318046,0.008770342,0.00006311087,0.00009604068,0.00007593518,0.0002563618,0.00004377302,0.0002390588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08805392,"threshold_uncertainty_score":0.9902615,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}