{"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":"6fccd4706a9b","filters":{"venue":"Proceedings of the Institution of Civil Engineers - Smart Infrastructure and Construction"}},"results":[{"id":"W3198182913","doi":"10.1680/jsmic.21.00011","title":"Lessons learned during Covid-19 from engineering asset management of dams","year":2020,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Smart Infrastructure and Construction","topic":"Dam Engineering and Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Regina","funders":"","keywords":"Staffing; Pandemic; Asset (computer security); Coronavirus disease 2019 (COVID-19); Work (physics); Business; Asset management; Risk analysis (engineering); Process management; Public relations; Computer science; Political science; Engineering; Management; Economics; Computer security; Medicine","authors":[{"name":"Armin Aalirezaei","is_ca":true},{"name":"Abdullah Alzahrany","is_ca":true},{"name":"Golam Kabir","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01089102771198282,"gpt":0.2132820978751582,"spread":0.2023910701631753,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008422494,0.000239154,0.0003501073,0.0001277912,0.00006701529,0.00001631613,0.0002307905,0.0001343906,0.00001881126],"category_scores_gemma":[0.00007315405,0.0002204106,0.0001059372,0.000435496,0.0001538704,0.0002399181,0.00008792756,0.0002585094,3.639132e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006941912,"about_ca_system_score_gemma":0.00002633472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000137317,"about_ca_topic_score_gemma":0.000001192849,"domain_scores_codex":[0.9988816,0.000003188479,0.0004532307,0.0002139188,0.0002622181,0.000185841],"domain_scores_gemma":[0.9994885,0.00002063402,0.000147669,0.0001189828,0.00007634385,0.0001478592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000912767,0.00001361107,0.006348324,0.004642793,0.000567657,0.000001622313,0.001234324,0.7982086,0.1453342,0.03946422,0.0002941037,0.003799286],"study_design_scores_gemma":[0.006946455,0.0002326965,0.20027,0.002345882,0.001160377,0.0002221671,0.005146319,0.335819,0.4240745,0.006020301,0.01564092,0.002121403],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800891,0.0002516347,0.01685126,0.0003640607,0.0006082525,0.0002273772,0.0001111517,0.0002475309,0.001249619],"genre_scores_gemma":[0.9942625,0.0002964288,0.005312893,0.00001370109,0.00006960738,0.000007766352,0.000009442922,0.00002367072,0.000004012145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4623896,"threshold_uncertainty_score":0.8988083,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388730010","doi":"10.1680/jsmic.22.00029","title":"Mapping of 2021–2022 floods in North America from street photos with artificial intelligence","year":2023,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Smart Infrastructure and Construction","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Texas Sea Grant, Texas A and M University; National Oceanic and Atmospheric Administration; U.S. Department of Commerce","keywords":"Flood myth; Hydrology (agriculture); Environmental science; Cartography; Geography; Computer science; Geology; Archaeology; Geotechnical engineering","authors":[{"name":"Bahareh Alizadeh","is_ca":false},{"name":"Amir H. Behzadan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005181670452537629,"gpt":0.1862655841650548,"spread":0.1810839137125172,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009319071,0.0001297487,0.0001984448,0.0001612717,0.00005775741,0.000009910234,0.0001711327,0.00004987973,0.00009977241],"category_scores_gemma":[0.00002724182,0.00009936844,0.00003942804,0.0011668,0.0004864906,0.0002529761,0.0001415644,0.0001330438,0.000001119967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005012904,"about_ca_system_score_gemma":0.00002036263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004700577,"about_ca_topic_score_gemma":0.0007768914,"domain_scores_codex":[0.9990277,0.000005388917,0.0003289157,0.0001989232,0.0003013806,0.0001377258],"domain_scores_gemma":[0.9995888,0.00001480461,0.0002494902,0.00008490284,0.00003186918,0.0000300849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001375262,0.00005918294,0.7705988,0.0002096474,0.0001212995,0.000001177754,0.002927508,0.08211742,0.03720522,0.006437154,0.0003268981,0.09985818],"study_design_scores_gemma":[0.0005888905,0.0002569543,0.871415,0.0003421432,0.0001216826,0.000007892389,0.01835641,0.03152113,0.06576762,0.009630871,0.001533168,0.0004582453],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961812,0.00001352526,0.002044348,0.0000715558,0.0002132676,0.000237149,0.00002036847,0.00001802667,0.001200541],"genre_scores_gemma":[0.9968281,0.0001096755,0.002998774,0.000008386392,0.00002383807,0.00001058598,0.00000926395,0.000005583675,0.000005742189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1008162,"threshold_uncertainty_score":0.4052128,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414016514","doi":"10.1680/jsmic.25.00005","title":"FIDIC claim analysis during COVID-19: lessons from Saudi Arabia","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Smart Infrastructure and Construction","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Medicine; Outbreak; Infectious disease (medical specialty); Internal medicine","authors":[{"name":"Abobakr Al-Sakkaf","is_ca":true},{"name":"Nehal Elshaboury","is_ca":false},{"name":"Abdullah Alqahtani","is_ca":false},{"name":"Ghasan Alfalah","is_ca":false},{"name":"A. Qasem","is_ca":false},{"name":"Othman Alshamrani","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007731180117039871,"gpt":0.2070419466859202,"spread":0.1993107665688803,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001861697,0.0001646117,0.0004434852,0.0005612511,0.0002457938,0.00003494547,0.0002133119,0.0001413398,0.00005415638],"category_scores_gemma":[0.0001963842,0.0001592275,0.0001884282,0.00113845,0.00030973,0.0002778961,0.00008995755,0.0001781413,0.000001139017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001263514,"about_ca_system_score_gemma":0.00005159068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003333033,"about_ca_topic_score_gemma":0.00007295388,"domain_scores_codex":[0.9988721,0.000003133131,0.0005801885,0.0003064409,0.00007461068,0.0001635359],"domain_scores_gemma":[0.999198,0.00001726853,0.0004940121,0.0001480006,0.0000884445,0.00005424644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004799822,0.00001515674,0.3684069,0.0002522538,0.000461509,1.81142e-7,0.0003850554,0.002280926,0.0004719108,0.6261102,0.0003406462,0.001227314],"study_design_scores_gemma":[0.0009050313,0.00002138708,0.8398096,0.0001017801,0.0003459693,0.000004407882,0.0005762617,0.001617609,0.002753287,0.1411535,0.0124528,0.0002583392],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749014,0.0009913337,0.0129541,0.0009909014,0.000771773,0.0002154557,0.0001579803,0.00003745628,0.008979579],"genre_scores_gemma":[0.9983988,0.0004833327,0.0008541413,0.0001095461,0.00004951875,0.00001179288,0.000008524831,0.000005718347,0.00007858854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4849567,"threshold_uncertainty_score":0.6493108,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}