{"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"},"query_hash":"102fd4e576f1","filters":{"venue":"WIT Press eBooks"}},"results":[{"id":"W623707313","doi":"","title":"Structural design of retractable roof structures","year":2000,"lang":"en","type":"book","venue":"WIT Press eBooks","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Roof; Dome (geology); Engineering; Plan (archaeology); Structural system; Structural engineering; Civil engineering; Forensic engineering; Geology; Geography; Archaeology","retraction":null,"screen_n_in":null,"score":{"opus":0.02181220164258766,"gpt":0.2088649018612271,"spread":0.1870527002186395,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000050367,0.0004701559,0.00063398,0.0001920585,0.00004335152,0.00005214451,0.0003482488,0.0004501693,0.000486154],"category_scores_gemma":[0.000007328542,0.0004382924,0.0001892273,0.00002552987,0.0000856071,0.00007167354,0.00002527742,0.0004988063,0.00000561245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009563551,"about_ca_system_score_gemma":0.00006049914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003740966,"about_ca_topic_score_gemma":0.000002049515,"domain_scores_codex":[0.9985691,0.00002396077,0.0004960974,0.0002765752,0.0003377295,0.0002965036],"domain_scores_gemma":[0.9991583,0.00005932936,0.0001134392,0.0005113381,0.00005469819,0.0001028488],"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":[0.00002339616,7.509143e-7,3.009142e-7,0.0003502659,0.0004615069,0.000007929705,0.0001904082,0.9612244,0.0007812034,0.00328484,0.01686472,0.01681029],"study_design_scores_gemma":[0.001088871,0.000147459,0.00009219064,0.0005531693,0.001051239,0.00007744593,0.00001639117,0.6767883,0.04266798,0.01493075,0.259932,0.002654287],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003528097,0.002778376,0.02108144,0.000001642136,0.0007195766,0.0004859716,0.000185122,0.0008824382,0.9735126],"genre_scores_gemma":[0.1102593,0.0001379041,0.003310263,0.00001790767,0.0004607817,0.00002631487,0.0001820885,0.0002512709,0.8853542],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2844361,"threshold_uncertainty_score":0.9998069,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W148728774","doi":"","title":"Massive parallel processing for matrix multiplication: a systolic approach","year":2001,"lang":"en","type":"book","venue":"WIT Press eBooks","topic":"Interconnection Networks and Systems","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Trent University","funders":"","keywords":"Systolic array; Matrix multiplication; Multiplication (music); Representation (politics); Computer science; Matrix (chemical analysis); Isolated systolic hypertension; Matrix representation; Systolic hypertension; Parallel computing; Arithmetic; Algorithm; Mathematics; Blood pressure; Internal medicine; Combinatorics; Medicine; Materials science; Very-large-scale integration; Physics; Group (periodic table); Embedded system","retraction":null,"screen_n_in":null,"score":{"opus":0.04272778698264719,"gpt":0.2729123316930037,"spread":0.2301845447103565,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002798445,0.0004365649,0.0005846917,0.0001378639,0.0002889697,0.0005617109,0.001352397,0.0004853065,0.000002125482],"category_scores_gemma":[0.00001164715,0.0003969541,0.0002555544,0.00002993841,0.00006409684,0.0001850093,0.0002235473,0.0003459646,0.00001361107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001974709,"about_ca_system_score_gemma":0.0002937455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003062679,"about_ca_topic_score_gemma":0.000005165921,"domain_scores_codex":[0.9975514,0.0000675505,0.0006130128,0.000943127,0.0003590226,0.00046586],"domain_scores_gemma":[0.9977749,0.00009213473,0.0006533648,0.0009819153,0.0003675754,0.000130092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007468435,0.00008323684,0.000001213489,0.002548954,0.0002515333,0.00002547302,0.003146084,0.004403391,0.00001603806,0.770083,0.1639339,0.05543251],"study_design_scores_gemma":[0.0004638832,0.00005233805,4.300512e-7,0.0004160342,0.00003443426,0.0001070117,0.00001265217,0.3127636,0.000008730075,0.002893844,0.6828157,0.0004314155],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[3.322375e-7,0.0007094409,0.5646411,0.00002211632,0.0003490872,0.001250039,0.000008877528,0.00023206,0.4327869],"genre_scores_gemma":[0.00112072,0.00001202682,0.03005402,0.0001070983,0.001500802,0.001994278,0.00004807332,0.00007199235,0.965091],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7671891,"threshold_uncertainty_score":0.9998482,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W605936840","doi":"","title":"Management information systems 2002 : incorporating GIS and remote sensing","year":2000,"lang":"en","type":"book","venue":"WIT Press eBooks","topic":"3D Modeling in Geospatial Applications","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Geographic information system; Thematic map; Remote sensing; Environmental resource management; Geography; Environmental science; Cartography","retraction":null,"screen_n_in":null,"score":{"opus":0.01182799160527065,"gpt":0.1925400867468336,"spread":0.1807120951415629,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001031253,0.000299466,0.0002746649,0.0001371809,0.00009820665,0.0001909031,0.0001398122,0.0002466204,0.000003493794],"category_scores_gemma":[0.000002030469,0.0003444035,0.00003637714,0.00001273574,0.000039884,0.000117377,0.00007827474,0.0003074195,0.00005246528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001262369,"about_ca_system_score_gemma":0.00002042905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001897327,"about_ca_topic_score_gemma":0.000007525445,"domain_scores_codex":[0.9988608,0.00001259774,0.0004887295,0.0001934508,0.0002370839,0.0002072739],"domain_scores_gemma":[0.9992577,0.0000230875,0.0001435496,0.0004494784,0.00005310643,0.00007312041],"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":[0.000006605563,0.000001878875,7.936526e-8,0.002457512,0.0002388281,0.00001549209,0.0007449112,0.2015458,0.00001205856,0.0116477,0.02142265,0.7619065],"study_design_scores_gemma":[0.0001143012,0.000005241358,5.874928e-7,0.0006255382,0.00007307989,0.00001358654,0.000006769793,0.5908852,0.00001293408,0.001076049,0.4068959,0.0002908582],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001303469,0.0004438722,0.1444034,0.000002293306,0.0001943036,0.0007767907,0.0000406067,0.0005148785,0.8536109],"genre_scores_gemma":[0.003654511,0.0003717555,0.04803637,0.00005743992,0.0005701785,0.00005170084,0.0003433162,0.0002267076,0.946688],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7616156,"threshold_uncertainty_score":0.9999008,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}