{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"078bf977d7bc","filters":{"venue":"Journal of Infrastructure Intelligence and Resilience"}},"results":[{"id":"W4313567559","doi":"10.1016/j.iintel.2022.100024","title":"Automated multiclass structural damage detection and quantification using augmented reality","year":2023,"lang":"en","type":"article","venue":"Journal of Infrastructure Intelligence and Resilience","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Ministry of Colleges and Universities","keywords":"Computer science; Structural health monitoring; Visualization; Visual inspection; Identification (biology); Segmentation; Augmented reality; Artificial intelligence; Scale (ratio); Engineering","authors":[{"name":"Omar Awadallah","is_ca":true},{"name":"Ayan Sadhu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0173491025739185,"gpt":0.2880728412194207,"spread":0.2707237386455022,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002854614,0.0001878747,0.0002323508,0.0002819805,0.0001688758,0.0000963342,0.0001574389,0.0001264368,0.000005868463],"category_scores_gemma":[0.0001368216,0.0001463989,0.00004303863,0.0004843842,0.0001766898,0.0004519043,0.00004357344,0.000349367,0.000001246107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008499862,"about_ca_system_score_gemma":0.00002748558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001798153,"about_ca_topic_score_gemma":0.000009916334,"domain_scores_codex":[0.9987711,0.00003676623,0.0005124731,0.0001679596,0.0002394913,0.0002721946],"domain_scores_gemma":[0.9993007,0.00006855728,0.0001958569,0.0001431161,0.0001773105,0.000114465],"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":[0.00005136991,0.00000237556,0.006009279,0.0001429387,0.0000471679,0.00003975764,0.001412936,0.5445575,0.3879867,0.00008825486,0.0001294202,0.05953229],"study_design_scores_gemma":[0.0001097367,0.00005867791,0.1363884,0.0001239883,0.00002496916,0.0003157198,0.001645719,0.775326,0.08451327,0.001220241,0.00010567,0.0001676517],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725194,0.0001883926,0.02582486,0.00003561523,0.001125213,0.00009636521,0.00000482273,0.000183262,0.00002207264],"genre_scores_gemma":[0.9969735,0.0004353322,0.002378234,0.0000107573,0.0001767095,9.535971e-7,0.000001328977,0.00001697451,0.000006203752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3034735,"threshold_uncertainty_score":0.5969974,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401813803","doi":"10.1016/j.iintel.2024.100112","title":"A systematic literature review of unmanned underwater vehicle-based structural health monitoring technologies","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Intelligence and Resilience","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"Western University","keywords":"Underwater; Systematic review; Aeronautics; Engineering; MEDLINE; Oceanography; Geology; Political science","authors":[{"name":"Joel Friesen Waldner","is_ca":true},{"name":"Ayan Sadhu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006201180083276255,"gpt":0.2589059455355573,"spread":0.2527047654522811,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004413874,0.0002884073,0.0006791315,0.000392894,0.00007201869,0.0001124065,0.0004084321,0.0001496176,0.000006856352],"category_scores_gemma":[0.0001723019,0.0001802565,0.0001631731,0.0006712995,0.0001688468,0.0003803167,0.00004269922,0.0007308005,9.173248e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001324539,"about_ca_system_score_gemma":0.0001201283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001417432,"about_ca_topic_score_gemma":4.523684e-7,"domain_scores_codex":[0.997921,0.00004886584,0.001107226,0.0001872422,0.0004017013,0.000333957],"domain_scores_gemma":[0.9989923,0.0001357139,0.0002854178,0.0002445087,0.0002550101,0.00008702702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00005290154,0.000009394465,0.001949236,0.8297718,0.0003486742,0.0003865026,0.003049332,0.05919021,0.0138809,0.001000453,0.0009540083,0.08940663],"study_design_scores_gemma":[0.0001304849,0.0004277044,0.001050114,0.8568989,0.000118109,0.001431566,0.00225315,0.01214518,0.1199305,0.004922473,0.0002325301,0.0004592395],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.09128227,0.8708593,0.03323546,0.0006248889,0.003208943,0.0004879986,0.00001417581,0.0002354388,0.00005155276],"genre_scores_gemma":[0.9040627,0.09129857,0.004370661,0.00005533444,0.0001760828,0.000004436594,8.705131e-7,0.00002357488,0.000007697812],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8127805,"threshold_uncertainty_score":0.7350647,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385814461","doi":"10.1016/j.iintel.2023.100052","title":"Risk analysis of onshore oil and gas pipelines: Literature review and bibliometric analysis","year":2023,"lang":"en","type":"article","venue":"Journal of Infrastructure Intelligence and Resilience","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo; Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Citation analysis; Co-citation; Oil analysis; Pipeline transport; Computer science; Data science; Citation; Petroleum engineering; Engineering; Library science; Environmental engineering","authors":[{"name":"Haile Woldesellasse","is_ca":true},{"name":"Solomon Tesfamariam","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008732754220339744,"gpt":0.2694094024676967,"spread":0.2606766482473569,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["bibliometrics"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.000790715,0.0002488472,0.001078218,0.02955025,0.00009749497,0.00009582071,0.0002784265,0.0001962872,0.00007013982],"category_scores_gemma":[0.0008865763,0.0001619455,0.0003831154,0.1324461,0.0003471536,0.0003015383,0.00007207941,0.0006591444,6.310641e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002153382,"about_ca_system_score_gemma":0.00002105241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003111663,"about_ca_topic_score_gemma":0.00004656613,"domain_scores_codex":[0.9980596,0.00008766522,0.0009640138,0.000260131,0.000400222,0.0002284086],"domain_scores_gemma":[0.9982207,0.0004273196,0.0003917729,0.0002630255,0.0005033177,0.0001938808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00004203963,0.00001696694,0.2000676,0.00310439,0.009350824,0.00006876564,0.001772558,0.2765888,0.0008640368,0.00007870963,0.000882365,0.5071629],"study_design_scores_gemma":[0.0001467687,0.0002238212,0.7972687,0.001843123,0.03395464,0.0002972261,0.001701235,0.1584295,0.001581468,0.003197341,0.0007475989,0.0006085621],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8447968,0.1522128,0.002440995,0.0002718212,0.00009941069,0.0000362965,0.00006716624,0.00002452289,0.00005019869],"genre_scores_gemma":[0.5173828,0.4818557,0.0006571991,0.00003658306,0.00002782292,6.42659e-7,0.000005313372,0.00000515695,0.0000288027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.597201,"threshold_uncertainty_score":0.9814489,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402082246","doi":"10.1016/j.iintel.2024.100121","title":"Enhanced operational modal analysis and change point detection for vibration-based structural health monitoring of bridges","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Intelligence and Resilience","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Carleton University; Université de Moncton","funders":"New Brunswick Innovation Foundation","keywords":"Structural health monitoring; Operational Modal Analysis; Change detection; Modal; Modal analysis; Vibration; Structural engineering; Acoustics; Computer science; Environmental science; Engineering; Materials science; Physics; Artificial intelligence; Composite material","authors":[{"name":"Serge Desjardins","is_ca":true},{"name":"David T. Lau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01729081107605502,"gpt":0.3150709294129581,"spread":0.2977801183369031,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002298923,0.0001503439,0.0002947692,0.0004298229,0.00009848645,0.00007051966,0.0001147901,0.00008325027,0.000005192931],"category_scores_gemma":[0.00006108676,0.0001170415,0.00008284028,0.000402465,0.0000869732,0.0003994494,0.00001377944,0.0002285917,5.210194e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001129632,"about_ca_system_score_gemma":0.00007689757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004700884,"about_ca_topic_score_gemma":0.0000129999,"domain_scores_codex":[0.9988638,0.00002355641,0.0005638674,0.0001543747,0.000220976,0.0001734842],"domain_scores_gemma":[0.9993094,0.0001695483,0.0001497496,0.00008683081,0.0001815534,0.0001029853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001027887,0.000003685293,0.01092346,0.001220697,0.0001893885,0.000003632234,0.002924184,0.1264383,0.03360024,0.0002356336,0.00001516383,0.8243428],"study_design_scores_gemma":[0.00006446474,0.0003826905,0.3068957,0.0003712199,0.00006231898,0.00004955579,0.0003236489,0.2327529,0.457128,0.001811594,0.0000132001,0.0001446457],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6375898,0.002030269,0.3595127,0.0001101627,0.0005684409,0.0001424564,0.00001211306,0.00003335689,7.942854e-7],"genre_scores_gemma":[0.9733524,0.0007555202,0.0254331,0.0000211575,0.0004129647,0.0000102189,0.000001623194,0.00001199918,0.000001060711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8241982,"threshold_uncertainty_score":0.4772814,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416197397","doi":"10.1016/j.iintel.2025.100186","title":"Augmented reality-based smart structural health monitoring system with accurate 3D model alignment","year":2025,"lang":"en","type":"article","venue":"Journal of Infrastructure Intelligence and Resilience","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"Western University; Canada Research Chairs","keywords":"Bridge (graph theory); Structural health monitoring; Key (lock); Visualization; Software; Reliability (semiconductor); Augmented reality; 3D modeling","authors":[{"name":"Omar Awadallah","is_ca":true},{"name":"Katarina Grolinger","is_ca":true},{"name":"Ayan Sadhu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01871646006355315,"gpt":0.273632601649191,"spread":0.2549161415856379,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005562346,0.0002143353,0.0003484641,0.0001290007,0.0003423318,0.0001250658,0.0003324035,0.00007455207,0.00002777884],"category_scores_gemma":[0.00003778101,0.0001241266,0.00005729463,0.0003478848,0.0001745445,0.0002958862,0.00001430948,0.0003495067,0.000001486382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004855813,"about_ca_system_score_gemma":0.000361663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000447949,"about_ca_topic_score_gemma":0.0002105917,"domain_scores_codex":[0.9982496,0.0001341036,0.0006104124,0.0002381773,0.0004348025,0.0003328928],"domain_scores_gemma":[0.9989175,0.0001048491,0.0004221445,0.0001692144,0.0001847377,0.0002016015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002301395,0.000004587403,0.1948224,0.0001667838,0.00003399357,0.00002686318,0.0003648321,0.732695,0.00006782429,0.00008627455,0.000118594,0.07138269],"study_design_scores_gemma":[0.0003832641,0.0007690713,0.5081199,0.001919424,0.00004006095,0.0002755831,0.005228871,0.4797718,0.002348218,0.0006143476,0.0001823724,0.0003471025],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9079804,0.001919148,0.08809978,0.000551228,0.0006887834,0.0001943926,0.00003379308,0.00003150279,0.0005009394],"genre_scores_gemma":[0.9920528,0.0001520579,0.007476551,0.0001741227,0.00006161929,4.92199e-7,0.000004573661,0.000002978675,0.00007482094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3132975,"threshold_uncertainty_score":0.5061738,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}