{"meta":{"query_hash":"8211315fa8b7","filters":{"venue":"Architectural Intelligence"},"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/8211315fa8b7","api":"https://metacan.xera.ac/api/v1/cohort?venue=Architectural+Intelligence"},"results":[{"id":"W4285729706","doi":"10.1007/s44223-022-00008-7","title":"Recent advances in modeling turbulent wind flow at pedestrian-level in the built environment","year":2022,"lang":"en","type":"review","venue":"Architectural Intelligence","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Huazhong University of Science and Technology; National University of Defense Technology; Sun Yat-sen University; National Natural Science Foundation of China; Concordia University; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Computer science; Computational fluid dynamics; Pedestrian; Large eddy simulation; Reynolds-averaged Navier–Stokes equations; Simulation; Turbulence; Meteorology; Engineering; Aerospace engineering; Civil engineering","score_opus":0.11285818329119646,"score_gpt":0.3191107797081383,"score_spread":0.20625259641694182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285729706","genre_codex":"methods","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06823875,0.20536295,0.685876,0.0017701645,0.0016882943,0.00016756568,0.0012621621,0.0009768062,0.0346572],"genre_scores_gemma":[0.48796222,0.32481784,0.17331766,0.0005336645,0.0018975578,0.00031487705,0.0024554958,0.0003162913,0.008384394],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996642,0.00009354201,0.000040162915,0.000060608632,0.00010871033,0.0000328483],"domain_scores_gemma":[0.9994435,0.0002543884,0.00007786857,0.000039708157,0.00014053874,0.000043938886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00073688204,0.0014063261,0.001079628,0.0011444231,0.00040242556,0.0016530558,0.0011438946,0.0009797842,0.0018531695],"category_scores_gemma":[0.0012272636,0.0005284872,0.0018564421,0.0016569968,0.00046005347,0.0015326148,0.000999187,0.0011194961,0.0007375161],"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":[0.00009192648,0.00012701748,0.0100321695,0.0042126365,0.00024276818,0.0004753397,0.0003704383,0.739056,0.008086437,0.031241577,0.004109102,0.20195453],"study_design_scores_gemma":[0.000021048947,0.0001823857,0.0041825077,0.0008793972,0.000291511,0.000303741,0.00024579663,0.87345046,0.0030726339,0.015833579,0.101413876,0.00012309192],"about_ca_topic_score_codex":0.0061136275,"about_ca_topic_score_gemma":0.004635155,"teacher_disagreement_score":0.0061136275,"about_ca_system_score_codex":0.000418734,"about_ca_system_score_gemma":0.001179525,"threshold_uncertainty_score":0.012156069},"labels":[],"label_agreement":null},{"id":"W4318218903","doi":"10.1007/s44223-022-00020-x","title":"The evaluation of urban spatial quality and utility trade-offs for Post-COVID working preferences: a case study of Hong Kong","year":2023,"lang":"en","type":"article","venue":"Architectural Intelligence","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"IBI Group (Canada); Arcadis (Canada)","funders":"University of Queensland","keywords":"Amenity; Neighbourhood (mathematics); Work (physics); Vitality; Residence; Perception; Geography; Urban design; Preference; Psychology; Business; Architecture; Demographic economics; Engineering; Economics","score_opus":0.252835940302934,"score_gpt":0.43790623022348035,"score_spread":0.18507028992054636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318218903","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":[0.99944323,0.000010616935,0.00021510698,0.0000130696435,5.718813e-7,0.00002254406,0.0000509013,0.0000014525191,0.00024239921],"genre_scores_gemma":[0.99886405,0.000029455652,0.0006933516,0.0000066771618,7.7356657e-7,0.000015275884,0.000061112274,0.0000024727658,0.00032683808],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9990907,0.00049187604,0.000058590223,0.00010337721,0.00009934127,0.00015617131],"domain_scores_gemma":[0.9969543,0.0017299239,0.00033463998,0.00028752186,0.00050121086,0.00019240119],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019950068,0.00043497432,0.00038795493,0.00087345834,0.0009956681,0.0013005801,0.0007364752,0.0004584147,0.0010689431],"category_scores_gemma":[0.00426695,0.00022855462,0.00063072296,0.001614146,0.001089055,0.0005978272,0.0006416396,0.00042813804,0.00015247597],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00068717694,0.0014381343,0.9093287,0.00022002509,0.00025113925,0.0070728776,0.022390172,0.022804016,0.0030037777,0.0012559143,0.0007531251,0.030794939],"study_design_scores_gemma":[0.000044402597,0.001229717,0.83300483,0.000060919923,0.0001283492,0.0009977745,0.08049553,0.07934818,0.0026484714,0.00043311,0.0015118034,0.000096846845],"about_ca_topic_score_codex":0.24135561,"about_ca_topic_score_gemma":0.3359772,"teacher_disagreement_score":0.24135561,"about_ca_system_score_codex":0.0039432133,"about_ca_system_score_gemma":0.0013303979,"threshold_uncertainty_score":0.4799015},"labels":[],"label_agreement":null},{"id":"W4416302813","doi":"10.1007/s44223-025-00103-5","title":"Vertical Parallel Multi-Material 4D Printing (VPM-4DP): a novel strategy for achieving bio-inspired doubly curved non-planar hygroscopic actuators","year":2025,"lang":"en","type":"article","venue":"Architectural Intelligence","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Actuator; 3D printing; Bespoke; Curvature; Planar; Layering; Composite number; 3d printed; Template","score_opus":0.03399978303539175,"score_gpt":0.2963941119954935,"score_spread":0.26239432896010173,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416302813","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":[0.6258755,0.002522239,0.35098195,0.0003233595,0.0003220113,0.00021013588,0.00041684872,0.0019961435,0.01735186],"genre_scores_gemma":[0.85035306,0.0006793419,0.14311118,0.00012788766,0.00002799832,0.00014588983,0.00016594477,0.00012346842,0.005265213],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99983037,0.000017027589,0.000012052452,0.00004821822,0.000064159125,0.0000282156],"domain_scores_gemma":[0.9998772,0.000017086184,0.000044024786,0.000033908615,0.000011104416,0.00001672263],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001289503,0.00051668036,0.00025093163,0.00028071261,0.00018574961,0.00037344694,0.0006689417,0.0004965849,0.0011892607],"category_scores_gemma":[0.00013896171,0.00039982153,0.00034237912,0.00019603306,0.00034373556,0.0003363839,0.0007692468,0.00059878634,0.0007959745],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015465788,0.000011805314,0.00007339722,0.00006366003,0.000005626259,0.00010635336,0.00001845052,0.0011190481,0.99023217,0.0008726799,0.00012919678,0.0073520523],"study_design_scores_gemma":[0.0000080503405,0.00009661509,0.00042490335,0.000005772417,0.000006922423,0.0002575518,0.000007847717,0.009582238,0.9828691,0.00025890704,0.006461571,0.000020461384],"about_ca_topic_score_codex":0.00019295506,"about_ca_topic_score_gemma":0.00025741893,"teacher_disagreement_score":0.0011892607,"about_ca_system_score_codex":0.00025083355,"about_ca_system_score_gemma":0.00014264348,"threshold_uncertainty_score":0.003978491},"labels":[],"label_agreement":null}]}