{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"7445186aff5f","filters":{"venue":"Civil Engineering and Architecture"}},"results":[{"id":"W3216511570","doi":"10.13189/cea.2021.090636","title":"Using Local Materials to Optimize the Eco-design of a Resilient Urban Environment in Sustainable Urban Project Process","year":2021,"lang":"en","type":"article","venue":"Civil Engineering and Architecture","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Sheridan College","funders":"Agence Nationale de la Recherche","keywords":"Urban metabolism; Sustainable city; Urban design; Sustainability; Urbanization; Process (computing); Urbanism; Urban planning; Population; Environmental planning; Environmental resource management; Architecture; Architectural engineering; Business; Urban density; Civil engineering; Engineering; Geography; Ecology; Computer science; Sociology; Environmental science","authors":[{"name":"Messaoud Moudjari","is_ca":false},{"name":"Hafida Marouf","is_ca":false},{"name":"Hameed Muhamad","is_ca":true},{"name":"Omar Chaalal","is_ca":false},{"name":"Marc Méquignon","is_ca":false},{"name":"Walid Maherzi","is_ca":false},{"name":"Mahfoud Benzerzour","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008839191034573595,"gpt":0.1951114183839506,"spread":0.186272227349377,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003232003,0.0004704476,0.000260272,0.00161375,0.002169926,0.005564587,0.001329599,0.001061085,0.01838544],"category_scores_gemma":[0.003885846,0.0003629644,0.0004224483,0.001548013,0.002443945,0.003786393,0.004582459,0.0009070081,0.003431722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002112038,"about_ca_system_score_gemma":0.0028835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001362714,"about_ca_topic_score_gemma":0.003740552,"domain_scores_codex":[0.9978094,0.001322498,0.00007101797,0.0001482012,0.0004466591,0.0002022867],"domain_scores_gemma":[0.9991072,0.000276736,0.00008134558,0.0001887289,0.000211582,0.0001344787],"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":[0.0001293624,0.0006470719,0.004473921,0.0008652546,0.00003551992,0.0009397258,0.01392066,0.047122,0.008119083,0.6392288,0.01422524,0.2702934],"study_design_scores_gemma":[0.00008535249,0.0005737034,0.005002544,0.001010846,0.00008605129,0.0005201124,0.02666612,0.06627921,0.0188142,0.3407229,0.5401134,0.0001255976],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1652252,0.001040271,0.3994928,0.004558119,0.0002051082,0.001475042,0.0001974264,0.0009943639,0.4268115],"genre_scores_gemma":[0.7246917,0.0006226346,0.1963709,0.000322014,0.00003114209,0.0007863404,0.0001683803,0.0004249357,0.07658198],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01838544,"threshold_uncertainty_score":0.06150544,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389449263","doi":"10.13189/cea.2024.120141","title":"Sustainable and Resilient Architecture: Prioritizing Climate Change Adaptation","year":2023,"lang":"en","type":"article","venue":"Civil Engineering and Architecture","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Climate change; Architecture; Adaptation (eye); Climate change adaptation; Environmental resource management; Resilience (materials science); Business; Environmental planning; Engineering; Environmental science; Geography; Ecology; Biology; Materials science","authors":[{"name":"Kulsum Fatima","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009736123089859123,"gpt":0.2090477103222745,"spread":0.1993115872324153,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007130237,0.0008312966,0.0003559568,0.002293633,0.002461713,0.005537383,0.0009963656,0.001463532,0.003525048],"category_scores_gemma":[0.007678122,0.0004660475,0.0004570464,0.001250821,0.002548149,0.003929466,0.003775422,0.001222016,0.000451999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003443067,"about_ca_system_score_gemma":0.007085229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004403968,"about_ca_topic_score_gemma":0.01365011,"domain_scores_codex":[0.9946049,0.003063089,0.0001949452,0.0002383563,0.001284091,0.0006146191],"domain_scores_gemma":[0.9962399,0.001302562,0.0003504323,0.0003833135,0.001334119,0.0003896268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001382352,0.0002765848,0.02461694,0.001690701,0.0001176774,0.00113962,0.02151412,0.08976677,0.03259737,0.264455,0.01161978,0.5520672],"study_design_scores_gemma":[0.00004342113,0.0008183841,0.0308707,0.001469373,0.0001483656,0.001813398,0.06048892,0.06424888,0.02667312,0.2825502,0.530615,0.0002602129],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3018997,0.006452737,0.4778373,0.01753914,0.0005250397,0.0009370282,0.0001565604,0.001037334,0.1936154],"genre_scores_gemma":[0.7972696,0.002168451,0.1929232,0.0005052391,0.00005480896,0.0002466479,0.00009553093,0.0001706292,0.006565867],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007130237,"threshold_uncertainty_score":0.03770876,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7110794648","doi":"10.13189/cea.2025.130638","title":"Enhancing Wayfinding in Chennai Metro: Insights from Passenger Feedback","year":2025,"lang":"en","type":"article","venue":"Civil Engineering and Architecture","topic":"Spatial Cognition and Navigation","field":"Engineering","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":"","keywords":"Signage; Public transport; Usability; Digital signage; Universal design; Point (geometry); Digital mapping; Border crossing; Urbanization","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.00324659175817933,"gpt":0.1814517932769205,"spread":0.1782052015187412,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002278813,0.0004547228,0.0003400832,0.0009571598,0.002532005,0.00249824,0.0004907086,0.0007524495,0.001698325],"category_scores_gemma":[0.006921724,0.0002327827,0.000269397,0.0009804626,0.001494252,0.001296495,0.001733837,0.0009250591,0.000316089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001421309,"about_ca_system_score_gemma":0.001775419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03504626,"about_ca_topic_score_gemma":0.07267508,"domain_scores_codex":[0.9985739,0.0007132957,0.00006860093,0.0001419663,0.0002950294,0.0002072252],"domain_scores_gemma":[0.9958873,0.002028147,0.0003295019,0.0001350409,0.001251286,0.0003687474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007285101,0.0001081385,0.04525976,0.0002305339,0.00001542882,0.001015596,0.9264923,0.0001365967,0.002675838,0.0002597658,0.001089564,0.02264362],"study_design_scores_gemma":[0.000004276973,0.0002839116,0.05552473,0.0001011954,0.00001977341,0.0003291988,0.9324952,0.0003323666,0.0006681066,0.000124567,0.01006405,0.00005267306],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966332,0.00006900737,0.0003940563,0.0002901675,0.000007405863,0.00002669519,0.00007108235,0.00001502869,0.0024934],"genre_scores_gemma":[0.9974303,0.0001832409,0.0005155624,0.0001590713,0.000004920224,0.00003070782,0.00006117541,0.0000183861,0.001596767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03504626,"threshold_uncertainty_score":0.06968451,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412101857","doi":"10.13189/cea.2025.131336","title":"Review of the Modular Construction System","year":2025,"lang":"en","type":"article","venue":"Civil Engineering and Architecture","topic":"BIM and Construction Integration","field":"Engineering","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":"","keywords":"Modular design; Modular construction; Engineering; Construction engineering; Systems engineering; Computer science; Architectural engineering; Engineering management; Operating system","authors":[{"name":"Julio Casimiro","is_ca":false},{"name":"Brigitte Montalvo","is_ca":false},{"name":"Manuel Laurencio","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.001851711210269868,"gpt":0.1577335931516865,"spread":0.1558818819414166,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001137844,0.0008644184,0.0008297917,0.003995025,0.0005957573,0.001709538,0.001330649,0.001367313,0.01478306],"category_scores_gemma":[0.003028861,0.0004519282,0.0006943555,0.004709499,0.001275708,0.002712921,0.001075891,0.001126423,0.006719796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001620256,"about_ca_system_score_gemma":0.002769377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002868829,"about_ca_topic_score_gemma":0.002766105,"domain_scores_codex":[0.9990696,0.0002040556,0.0001415327,0.0001358658,0.000387632,0.00006135595],"domain_scores_gemma":[0.9988348,0.0005490341,0.0001220279,0.0000635677,0.0003777851,0.00005271074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000496102,0.00002846669,0.0002571298,0.01669114,0.00004841534,0.0002390879,0.0002488744,0.001171247,0.0007911695,0.04580925,0.07480894,0.8598567],"study_design_scores_gemma":[0.000001737307,0.00001772824,0.0003241648,0.00216575,0.00001591715,0.00039954,0.00004033664,0.00006845885,0.0001375599,0.001702212,0.9951192,0.000007456306],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006402133,0.9688845,0.003479613,0.001181422,0.001497002,0.00002776525,0.0001380672,0.00004810563,0.02410339],"genre_scores_gemma":[0.008338554,0.9779903,0.003226721,0.0008158744,0.001076161,0.00004826723,0.0003014169,0.00005055295,0.008152144],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01478306,"threshold_uncertainty_score":0.04945427,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}