{"meta":{"query_hash":"e86819ed75a4","filters":{"venue":"ASCE OPEN Multidisciplinary Journal of Civil Engineering"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/e86819ed75a4","api":"https://metacan.xera.ac/api/v1/cohort?venue=ASCE+OPEN+Multidisciplinary+Journal+of+Civil+Engineering"},"results":[{"id":"W4392265612","doi":"10.1061/aomjah.aoeng-0021","title":"3D Dense Reconstruction for Structural Defect Quantification","year":2024,"lang":"en","type":"article","venue":"ASCE OPEN Multidisciplinary Journal of Civil Engineering","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Artificial intelligence; Computational biology; Biology","score_opus":0.014642071243892139,"score_gpt":0.27666276789167643,"score_spread":0.26202069664778427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392265612","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012453446,0.00009818644,0.9851521,0.00005848455,0.000012459801,0.00003573916,0.0002185824,0.001120191,0.00085071434],"genre_scores_gemma":[0.34165588,0.00041830447,0.65449315,0.00012675764,0.000025437455,0.00013681545,0.0013599676,0.00025380694,0.0015298644],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99960154,0.00005064907,0.000015970834,0.00006632491,0.0002310071,0.000034470133],"domain_scores_gemma":[0.99945253,0.00016167559,0.00008203085,0.00012507556,0.0001535256,0.000025000061],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005306726,0.0007259799,0.00046742117,0.001575716,0.00018893792,0.0006993222,0.0006727935,0.00081345456,0.0020869968],"category_scores_gemma":[0.0013867498,0.0006067681,0.0005896757,0.0008626526,0.00047727753,0.0008535843,0.0010494171,0.00078140514,0.000623648],"study_design_candidate":"observational","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":[0.00016468515,0.00014865283,0.003312313,0.00028504146,0.00007534926,0.00022225233,0.00022208919,0.6029448,0.09740275,0.010378062,0.004632287,0.28021184],"study_design_scores_gemma":[0.0000037407297,0.000015579508,0.00077593146,0.0000105191675,0.0000045726374,0.00008032407,0.000014923429,0.9872318,0.008920528,0.0018930937,0.0010372339,0.000011750591],"about_ca_topic_score_codex":0.0036309217,"about_ca_topic_score_gemma":0.0050872797,"teacher_disagreement_score":0.0036309217,"about_ca_system_score_codex":0.0005647361,"about_ca_system_score_gemma":0.0007501113,"threshold_uncertainty_score":0.0072196126},"labels":[],"label_agreement":null},{"id":"W4399397033","doi":"10.1061/aomjah.aoeng-0033","title":"Balancing Environmental and Economic Objectives for In-Stream Construction Projects: A Case Study on Sediment Management","year":2024,"lang":"en","type":"article","venue":"ASCE OPEN Multidisciplinary Journal of Civil Engineering","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia; Okanagan College","funders":"","keywords":"Sediment; Business; Environmental resource management; Environmental science; Environmental planning; Natural resource economics; Geology; Economics","score_opus":0.03622949734170571,"score_gpt":0.34037390703648773,"score_spread":0.304144409694782,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399397033","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9924206,0.00006126505,0.0027185616,0.00022034299,0.0000056609833,0.00023953684,0.000054413296,0.000017565706,0.0042619365],"genre_scores_gemma":[0.9848962,0.0002187848,0.011325332,0.00004314452,0.000009126715,0.00012174724,0.00006614095,0.0000144390115,0.0033050454],"study_design_codex":"observational","study_design_gemma":"case_report","domain_scores_codex":[0.99770325,0.0010703338,0.00007671323,0.00012703091,0.0005150526,0.0005076079],"domain_scores_gemma":[0.9963877,0.0017662823,0.0004358783,0.00016928607,0.00062124326,0.0006195996],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029478958,0.0008166996,0.00040209576,0.0009483331,0.0040176343,0.002401796,0.0016045375,0.0018581863,0.0013290239],"category_scores_gemma":[0.0040739086,0.00033344817,0.00046654043,0.001714174,0.0012186511,0.00086313195,0.0009946912,0.0011044913,0.00013662106],"study_design_candidate":"case_report","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":[0.0017577392,0.014464408,0.35099596,0.0010179938,0.00030498876,0.037796203,0.022360437,0.31871036,0.028356662,0.016275363,0.006820625,0.20113929],"study_design_scores_gemma":[0.00080571417,0.016374994,0.402692,0.00043707227,0.00042499512,0.0056827455,0.12720752,0.35854784,0.03410758,0.006591358,0.046750218,0.00037799022],"about_ca_topic_score_codex":0.07890713,"about_ca_topic_score_gemma":0.26895106,"teacher_disagreement_score":0.07890713,"about_ca_system_score_codex":0.006714499,"about_ca_system_score_gemma":0.006565907,"threshold_uncertainty_score":0.1568957},"labels":[],"label_agreement":null},{"id":"W4414891249","doi":"10.1061/aomjah.aoeng-0080","title":"Deep Learning in Earthquake Engineering: A Comprehensive Review","year":2025,"lang":"en","type":"article","venue":"ASCE OPEN Multidisciplinary Journal of Civil Engineering","topic":"Seismology and Earthquake Studies","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"McGill University","keywords":"Interpretability; Feature engineering; Deep learning; Convolutional neural network; Artificial neural network; Generative grammar; Scope (computer science); Feature (linguistics); Earthquake engineering","score_opus":0.015154759354488158,"score_gpt":0.27773981219911587,"score_spread":0.2625850528446277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414891249","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0008300927,0.9878352,0.0066323425,0.0011793086,0.0003609498,0.000013227816,0.000088643596,0.000055719876,0.0030045076],"genre_scores_gemma":[0.0062705,0.98940057,0.0025516325,0.00034725573,0.00042181354,0.00001392895,0.00012855988,0.000013755794,0.0008520299],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.999782,0.0000412178,0.000031967626,0.000043724915,0.00007950177,0.000021635577],"domain_scores_gemma":[0.9990901,0.00059025205,0.000064373344,0.000030461628,0.00018882526,0.000036118305],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00088542595,0.0009710699,0.00092669996,0.0016872864,0.00022370265,0.0010925214,0.0010124481,0.0011277717,0.0036071402],"category_scores_gemma":[0.002011478,0.00040568472,0.00060435326,0.003178068,0.0004104025,0.0018323018,0.0010897451,0.0013039116,0.0013112914],"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":[0.00003634531,0.000062904444,0.0006500075,0.00988354,0.00010831888,0.00007386284,0.00006383103,0.0043941904,0.0005375396,0.011242949,0.02376491,0.9491815],"study_design_scores_gemma":[0.000022925646,0.00021997634,0.0025536667,0.011575044,0.000380513,0.00064211787,0.0001616955,0.012455861,0.0015009176,0.022429874,0.94797534,0.00008211242],"about_ca_topic_score_codex":0.0019098013,"about_ca_topic_score_gemma":0.0021296954,"teacher_disagreement_score":0.0036071402,"about_ca_system_score_codex":0.00049565145,"about_ca_system_score_gemma":0.001322339,"threshold_uncertainty_score":0.012067139},"labels":[],"label_agreement":null}]}