{"meta":{"query_hash":"5ef072da2ed4","filters":{"venue":"Sustainable Structures"},"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/5ef072da2ed4","api":"https://metacan.xera.ac/api/v1/cohort?venue=Sustainable+Structures"},"results":[{"id":"W4226353621","doi":"10.54113/j.sust.2022.000012","title":"A review of tiny houses in North America: Market demand","year":2022,"lang":"en","type":"review","venue":"Sustainable Structures","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Thomas University; University of New Brunswick","funders":"Qinglan Project of Jiangsu Province of China; National Natural Science Foundation of China; Priority Academic Program Development of Jiangsu Higher Education Institutions; New Brunswick Innovation Foundation","keywords":"Business; Status quo; Recreation; Tourism; Promotion (chess); Sustainable development; Government (linguistics); Economic growth; Environmental planning; Geography; Political science; Economics; Market economy","score_opus":0.04967179675511138,"score_gpt":0.43090133901905314,"score_spread":0.3812295422639418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4226353621","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000049365804,0.9870626,0.0000022201427,0.000015186031,0.00025927043,0.002982282,0.00015969676,0.000052296717,0.009417092],"genre_scores_gemma":[0.00009055391,0.9956527,0.000033914108,0.00018786448,0.00020469751,0.0010661605,0.00022728927,0.000096774325,0.0024400416],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9941498,0.0025957958,0.0014800547,0.00046746794,0.00037738492,0.00092947565],"domain_scores_gemma":[0.9970088,0.000861982,0.0012361545,0.00058688485,0.00019599263,0.000110166126],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00084053987,0.0004782526,0.0042022117,0.0003703965,0.0005438922,0.0000095630985,0.0006074795,0.00031475196,0.009364083],"category_scores_gemma":[0.00087797915,0.00037207152,0.0004192802,0.0016821251,0.00012276715,0.0000785461,0.0005634412,0.0014577701,0.000009335373],"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":[0.000007067334,0.000015648904,0.00032957288,0.62487745,0.0000624926,0.000078172605,0.002502718,4.117278e-7,4.466237e-10,0.0010451501,0.0035212203,0.36756006],"study_design_scores_gemma":[0.00012572034,0.000033126387,0.00014341198,0.03560474,0.00027038273,4.581863e-7,0.03091479,1.0773326e-7,4.805446e-9,0.00050461426,0.93209875,0.00030388543],"about_ca_topic_score_codex":0.0026004468,"about_ca_topic_score_gemma":0.0013833789,"teacher_disagreement_score":0.92857754,"about_ca_system_score_codex":0.00057617674,"about_ca_system_score_gemma":0.002103308,"threshold_uncertainty_score":0.9998731},"labels":[],"label_agreement":null},{"id":"W4379261009","doi":"10.54113/j.sust.2023.000030","title":"Design and construction of “Bamboo Cubic” facade with laminated bamboo lumber","year":2023,"lang":"en","type":"article","venue":"Sustainable Structures","topic":"Bamboo properties and applications","field":"Agricultural and Biological Sciences","cited_by":34,"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":"National Natural Science Foundation of China; Institut Périmètre de physique théorique; Government of Jiangsu Province; Nanjing Forestry University","keywords":"Bamboo; Facade; Structural engineering; Frame (networking); Architectural engineering; Foundation (evidence); Construction engineering; Engineering; Civil engineering; Mechanical engineering; Materials science; Composite material; Geography","score_opus":0.011253435347004837,"score_gpt":0.20012888537605725,"score_spread":0.1888754500290524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379261009","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99785644,0.00009638671,0.00011066956,0.0007026673,0.000017621349,0.00037013457,0.000011253441,0.00010564785,0.0007292078],"genre_scores_gemma":[0.996507,0.0000594536,0.0010256489,0.000041421157,0.000043278356,0.000035887202,0.000027725195,0.0000019256931,0.0022576463],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9991361,0.000045347053,0.00014289092,0.00023231421,0.0001373436,0.00030599264],"domain_scores_gemma":[0.99960387,0.00006613107,0.00007589774,0.000058821977,0.00013492748,0.00006034478],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011122687,0.00012330757,0.0001517384,0.00002332474,0.00026276094,0.000046898265,0.00011591033,0.00008784638,0.00015123448],"category_scores_gemma":[0.0000142621,0.000045257064,0.000023799445,0.0005263025,0.0002222375,0.000107410604,0.00007039138,0.000095653006,0.0000034870156],"study_design_candidate":"bench_or_experimental","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":[0.00041729625,0.00006054574,0.015424478,0.00037055582,0.00016289247,0.000051652867,0.001178635,0.0009634159,0.45644364,0.2629074,0.0056749526,0.25634456],"study_design_scores_gemma":[0.0011959691,0.0014729457,0.49517047,0.00008086512,0.0001450177,0.00017155403,0.048017997,0.0017184715,0.19220445,0.16452445,0.094030544,0.0012672439],"about_ca_topic_score_codex":0.00041692104,"about_ca_topic_score_gemma":0.000017916691,"teacher_disagreement_score":0.479746,"about_ca_system_score_codex":0.000015270627,"about_ca_system_score_gemma":0.000016131144,"threshold_uncertainty_score":0.20209713},"labels":[],"label_agreement":null},{"id":"W4399495319","doi":"10.54113/j.sust.2024.000034","title":"Comparison of using two LCA software programs to assess the environmental impacts of two institutional buildings","year":2024,"lang":"en","type":"article","venue":"Sustainable Structures","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":11,"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 New Brunswick","funders":"","keywords":"Software; Environmental impact assessment; Variety (cybernetics); Life-cycle assessment; Environmental economics; Environmental resource management; Computer science; Engineering; Architectural engineering; Environmental science; Production (economics); Economics; Ecology","score_opus":0.024013529166577195,"score_gpt":0.32582377673411966,"score_spread":0.3018102475675425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399495319","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9204512,0.002089428,0.076158784,0.000025286647,0.00030053378,0.0006114016,0.000019753632,0.00017413517,0.00016946257],"genre_scores_gemma":[0.98464006,0.000008289667,0.015073684,0.000014020984,0.00011304903,0.000025521038,0.000017021357,0.000044926557,0.0000634448],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99833935,0.000042370717,0.00039069922,0.00024484948,0.00042996765,0.00055276585],"domain_scores_gemma":[0.9993861,0.00010655057,0.00006114967,0.00026930796,0.00006906539,0.000107855645],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026433534,0.0002605297,0.00033445892,0.00024274908,0.00017338802,0.0001417008,0.00031304077,0.00006411073,0.000052180767],"category_scores_gemma":[0.000049902963,0.00020010099,0.00011356192,0.00050063396,0.00017074199,0.00024329545,0.00014717923,0.00025383043,0.0000010032753],"study_design_candidate":"simulation_or_modeling","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":[0.00003570437,0.000061828774,0.025446374,0.002104324,0.00025705234,0.000089140005,0.0020494503,0.80748576,0.032030128,0.10668939,0.00040549992,0.023345333],"study_design_scores_gemma":[0.0034713214,0.001040876,0.024331687,0.0016108041,0.00093080365,0.000247192,0.052685443,0.2720814,0.4301932,0.09099423,0.11935525,0.0030577858],"about_ca_topic_score_codex":0.00032886083,"about_ca_topic_score_gemma":0.0000049932564,"teacher_disagreement_score":0.5354044,"about_ca_system_score_codex":0.0005622741,"about_ca_system_score_gemma":0.0002526052,"threshold_uncertainty_score":0.8159881},"labels":[],"label_agreement":null}]}