{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001347041,0.0001785989,0.0002284606,0.0001436157,0.00003937239,0.0000335075,0.0001267206,0.00007951799,0.00001270417],"category_scores_gemma":[0.00004623305,0.000141407,0.00002519522,0.0002412283,0.00004134937,0.00003070631,0.00009342452,0.0001737908,3.789359e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006067059,"about_ca_system_score_gemma":0.00002696962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001962943,"about_ca_topic_score_gemma":0.000005400803,"domain_scores_codex":[0.9991577,0.00001936036,0.0001925116,0.000186588,0.0001058683,0.0003379209],"domain_scores_gemma":[0.9996524,0.0000572151,0.0000172956,0.0002265681,0.00001296362,0.00003359402],"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":[0.00001093514,0.00001009756,0.00003686919,0.0003566807,0.00001946327,0.00002999458,0.001495637,0.9815522,0.01561159,0.0001952233,0.0001305429,0.0005507843],"study_design_scores_gemma":[0.001263219,0.0002715369,0.0008458663,0.0009841067,0.00007583947,0.0001889391,0.009860375,0.4252908,0.5395955,0.0007275944,0.01963295,0.001263274],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5803733,0.002217128,0.4161942,0.0001421924,0.0001131743,0.0005762298,0.00001554615,0.0002431379,0.0001250216],"genre_scores_gemma":[0.9940203,0.00007307648,0.00568405,0.00001112516,0.00004277794,0.00006461429,0.000002537801,0.00003496832,0.00006651272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5562614,"threshold_uncertainty_score":0.5766409,"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002278201,0.000256993,0.0002020617,0.0003856377,0.0001498432,0.0001078042,0.00007900916,0.00008758746,0.000003310331],"category_scores_gemma":[0.00004344092,0.0002544781,0.00003624878,0.0004509334,0.00002764265,0.00009322205,0.00009565454,0.0003044045,0.00000298154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004647962,"about_ca_system_score_gemma":0.00001073225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001213448,"about_ca_topic_score_gemma":0.00001021446,"domain_scores_codex":[0.9987171,0.00001701475,0.0001594701,0.000273305,0.0001502963,0.0006828004],"domain_scores_gemma":[0.9995428,0.0001006212,0.00001740142,0.0001642266,0.00002253591,0.0001524567],"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":[0.00001796349,0.00001081238,0.0002360847,0.002686001,0.00005521249,0.0002401326,0.007051041,0.8378893,0.005432474,0.005514,0.0003430183,0.140524],"study_design_scores_gemma":[0.001398696,0.000208953,0.01463685,0.000760384,0.00008022347,0.000218663,0.004676647,0.8831324,0.0008703043,0.004053835,0.08846841,0.00149464],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.89411,0.009425595,0.08771909,0.0008645604,0.0006126709,0.001203354,0.00002730143,0.004688669,0.001348765],"genre_scores_gemma":[0.9963232,0.0009945708,0.002040855,0.00003446796,0.000234652,0.0001135286,0.00001568582,0.00007719394,0.0001658991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1390294,"threshold_uncertainty_score":0.9999908,"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000448145,0.0001669084,0.0001755213,0.0003099161,0.00003563779,0.00003838963,0.00006262588,0.0001026171,0.00002075604],"category_scores_gemma":[0.00004902186,0.000168893,0.00003365813,0.0003676442,0.00001016513,0.00005684801,0.00002422423,0.0003484927,0.000005106077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000439375,"about_ca_system_score_gemma":0.000007285905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002491072,"about_ca_topic_score_gemma":0.0003966316,"domain_scores_codex":[0.9993806,0.00001116285,0.0001752107,0.0001745734,0.00007587435,0.0001825238],"domain_scores_gemma":[0.9997075,0.0001111489,0.00001135263,0.0001061461,0.00001099583,0.0000529217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002016823,0.00002864918,0.001687706,0.0005008361,0.0001391151,0.00002545016,0.002991709,0.343747,0.6019467,0.001144454,0.0001655059,0.04760276],"study_design_scores_gemma":[0.003476755,0.00006036639,0.1247154,0.00385919,0.000112235,0.000008134734,0.000525027,0.4561508,0.3804688,0.009397456,0.01944619,0.001779576],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9123991,0.00203004,0.08301494,0.00009689391,0.0004094947,0.0001049409,0.000006500025,0.0003551686,0.001582887],"genre_scores_gemma":[0.9986353,0.000052,0.001068276,0.00005130957,0.00009591241,0.00001789003,0.00002351719,0.0000228105,0.00003300189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2214778,"threshold_uncertainty_score":0.6887255,"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004056205,0.00007665136,0.0001065092,0.00005020041,0.00002759636,0.000006183422,0.00005417246,0.00003968686,0.000004121579],"category_scores_gemma":[0.000014967,0.00005475252,0.00004223171,0.00018652,0.00002656085,0.00001527497,0.00001185234,0.0001316432,3.040684e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001519318,"about_ca_system_score_gemma":0.000007568129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001353015,"about_ca_topic_score_gemma":0.000002277472,"domain_scores_codex":[0.9996974,0.000007641572,0.0001232286,0.00006354208,0.00004395115,0.00006418199],"domain_scores_gemma":[0.9998126,0.00001262447,0.00001385768,0.0001279169,0.00001842915,0.00001455039],"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":[0.000004941199,0.000007555092,0.0005467215,0.07782878,0.0002302704,9.541468e-7,0.0002124013,0.4127258,0.03259099,0.130834,0.002896724,0.3421209],"study_design_scores_gemma":[0.001038779,0.00003833231,0.006651625,0.1203299,0.0003884126,0.0006198807,0.0003102307,0.4286059,0.04022075,0.00187888,0.3989391,0.0009782682],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07176983,0.2303926,0.6632083,0.0008256077,0.005576012,0.0007351922,0.00003772796,0.00127064,0.02618412],"genre_scores_gemma":[0.9975151,0.001467376,0.000863408,0.00005023472,0.00004104607,0.00001413563,0.00000151621,0.000008674703,0.00003847917],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9257453,"threshold_uncertainty_score":0.2232743,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}